{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读入图像并显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x19cb5fe8240>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AtoYgNBWaNhqNkDytbPNMnRQRT/nLNPnCMBy0DKoatQkmzm+xRKqtLRc6BSztIMMO0u8Rh32G1WX6ncuk1Q6pX5G6jpQSTV28Inpkv92c0Wql9YXSjBA7SoWmlYZSxpGT+68wTxPHNbK59xKxnpDqSC2N+ydbnn3+ee4cHfEd3/ZedoOxk4yBCqG4Ep8bGzOaVVJYeDktbE4nctcTV4lpu6HEDVAprYFVREFI5JQpZaaLPSlFAi7O1TJTU6ZZArULESyAb3gLFaEmGHoei14s6BQiq9Uu890N2nyzlBhAoesCJjNBMqtuQK3SSiF1kRiCR7BihCVT8c07YuZz7OXjE/ZXPbtDJsaALFxkkIgEjyARgbQ4CHCg8Y19cQPYA5HdzLOU14LGa6NMELQZzz53i5gv8/j1w4tnzODrX32ev/SXfo5Pf/4lfuxHP8mP/9j38sR7HieltDCzD8QeUPZZ8diNS3z0uz7Aj//olt/47c/xv/7ip/mLn3uZn/xnPswPfXyX/Z2ABXuVteP1QGYEAifjGZ/6/D2evPo4T71n7wHn/ybjtef78OPXnvsbPX47410BloYRc0+pDTUjhYAQ6GNHGWdqqYQuElFMZyToAmJKn4QQGn2EWmafRCiljH4jQkBIaPVoomkjpkhthSSZnNISbSrup/d0HHGRhQBVKyllWlUCQptnCEZpznuZuDpcW6G0iRSUaTuy7lce3U0jEsGskEjEGJl0XhZqRBVfZGakrl+AG1otrszXSp1doKJ5mi4IrRpFG00ytRZa8xRdJFJbJOUeUk/s9pHVNdpwwM7BFfrVDjF1hJhBhBw6Up9pnnxSmqdLZR5p88zx8X2Ojo7YW69IEVpr9P2KqShTKbQ2c3pyxunmmNV6h9QSeu/rdGEkmdCHQFolyuGKnXXPY4/dZH8fctsSZ8VigKbQZmLwKKKWmS5A7DNDF5iKst2OpH4PqyPTeMr27IzdZMQciUmo1Zm7PgWGIRDmSDNjZ71DzitOx4JEdyOYhWUeBULuqGOFEMgxoikQF56tlUaIHSaRo6P7TCoIrujEBoehcrlvy2ZqBHFFPIeIqEEUzJq7PNT5uzKOhJSpRF6+1zjY22HoBNScP1/4ShRs+Y7SFlbyIcCEhcIL4YEF7gIIlmzClHNV/PVpeeO550+4vJ/Z349+91X4zGe+xH/8H/2XrNa7/Lt//qf57o8+Q+7z8pntYtV6wKuLCUMWXtU4PFjxw3/4Y3z0u97Pz//vv8Nf+bnf4YvfeIY/8ccuceNyQmRxbrxKuce/ryiocP/eKV+/pTzz7XD9IPp6JDwA6nMelgcs6INTe+s0/Py932rE+a4AS8BT4xBIEjCMZso4jeQUyV0k9pFojaYNTAgx0vBIABZCV5yrxNTTVDO0NlotCBAlEhYBIMTEXCZMK60VnwMSCMl3ZTMjmPvgQoyU6p685rnOkvJ4JKDWEDWPAkxIMTMMvafZzS6+S20NnSshgImwLYWYjIgQzCmI1raIuABlag78WtElMqmt0lp1T+k0+eIJmZgHZLUid/uEYZ/U7ZLXl5A8kPoVsetpGCl6pK44uMyTsSkbdlgxl4mmfq1ojVpHjyrPTtmeHGGbI+p4QgBS7hjHGWGmlQ2YEudCkMfZ3b3GzSt77OU1QT1SPJ0aO/kqx7LHtas3yO1lpD64NopBM1qrbmSSQFOIIdLlREogoaNaIIt/v6FLdMlotYBBJKGtUMdjV7tRAo3d1ZqmniILLrYNQwfViClRtEFIxJQJZovroGHi1hoJA0rk7tEp2pb00RoWjINVRz9sSFIRGillch+Xz1DQ6PPVw1XfEENgmgqn44Z7RxNXblwlp4QIhBjRVlGMKPE8IfcIVZUQ3A1h0WHD1f6H0nNYxJRzIHhQd/JqEIVpKnz1+ZHHrl9nPXRYMz772S/zH/77P8PNm0/wZ/7sT/PEE9eRAFBfAyznaf5r/3QenQvXLh/wr/yLn+Cp932R/+Z/+xTz+Az/6k9c5fqVBDTPKF/13bjAuS9//SXub9d8+wcG+tUDkHx42EJFPEw1lFbJMS1/ew2w/iN6VN8lYCmE2C3KynmIv0QcKdBQrIIFIPjtCMsNn2ujtoLmTAwQkwsxbvUxX/zi5mHx2Yjvg40UEmbLTY/GXGZCTG5sNoGQKLXSdZ2LxuIqp5r6TtrqYpJ3o3zqe2KKtFaZp+3iRnP/W4jOd9ZaSBYodYaQqFMlL/yikChl8vNvUKUR1YG/lMo4VZJkqg2Qe/LhZWT/GmH3Mnm1T9etyaGDVmi1oBhd1zGX6mmjuDNgMxZEhVIq27ORs80p01kmiqJtZioTqpUyntGmkc3pGbVVVpcOGI9vQTmji84r7/fCqg+krmec4UhG9rrAJUmEMlHrhKnSibKTIqMlJA7EZoSU0FKYiyIx0HUrjJ4ybsh9QBfeWCQQwznvLE6DaKVPiWQFXSZ9rYW5RFKZ0dLoQkdM7mRQBUXQGInRCV+JgBnVFAk9KQRSwsW44MqwmVxEo8eb2X2lC6EYBXZSYTc2iM6IuusgoE0IKRGDUE1RrYSQySmgCikG6rTllaMt7/tg5wp8CjQrnraHeCE0irji3UohpLSIJWGxOzngOID7ypFljj88XpuCC3B2uuGlV075xPd+G7nLfOP5+/wX//lf5ebNx/gz/8a/wJNPXrvgTeVC9XkATOfR6muPc/HaENjpe/7ID34H6/QZ/sr//Fv8fHqGn/rJm1za710MFcNeg4Omwme/+CxIz3e8/wpRki+IN1HCbRGjxmnGgpHjq21TbzdF/2bg+S4BS7995ze/VhdPWm3MCkkSVCXlRIqJUhXJgbakBJ42AyZu2A4uSPiTQojiNpkQQRI2T5TiVT4pCIKDXghGLSNmESH6zqXGOE+AkoJbiupDpnUJ8sDyVMBmZciJIO4R9RS/EgmUWt0/GQWRvFScBFprFwo7uMF4nrZIiGgUancZObhE2nuMPBzSr/bIqz1WO7uEGBZF1NAyE1phPGucjCMxClXUJ5EJOhfaXAgSAY9Sj49PmKYN0hLj8X2m+dSJ/tYo21OsFOZpJPQrusuHXNnJDJbZ6YUkRhbDtGFtQ0A41QKtLanyBkSZJhexzCI5BZoGyljootAUTs62rIY1IQlzK0QraJvdmqOe9guybFodjBBF6YPQxY6zTXF6ZRiIIftmGj1DkRBBXDFfCJ+lOMptOR5NJkQjEprfCxP3lDZoc6Hby6QQmSpe5ECjBSBGrgyNVbYlGhbMqgPlssGaNt+o4jmoNUwg5g5tcDYH9tauhIvmB4qvuU9TEkjwqpqYEgoE08XlsLhrq77qGKDOh4eHF7889H8Hvdt37nLvZOL97x0om8pf/e//Otsx8uf+3B/nyfc+saTL+lCU9gCY33QdiywBiCLitEOWyA98/4eprfI//NyvcfnSP8VP/uh1hi68HgANxnnkt3/vlL1L7+FDT+2AtCWDFF6HrEvkXZtTaes8LOetFy89B8Q3E38efs1bjXcRWOIAJm7qFWAYBo/SysywWjG35qpsHqilYlpRq2h103bIyVNxVVSEWitdlxlnT+dDUJoWrFS65LuVqgNVa43WCoJ7D02dPwk5UutMEGgmBEnEKJRaPf02V2R9EvuuOpeZKIHWFiAMRmkzIh5ltNknklm4IBJyl8G86iMOhwzXr5IOb9AdXCWsPWrsYyLnyDSNTh3gFhQz5/i0TNTthu3ZKa/cvoVh7OysKdstOQSsKnXc+qbShKaVo9Nj0EbUwP0XvkqQwjpBR2U3CbmP5HXPkRkpNPZ3OqKOZBSrylwmhpwopVCbkobLNK0IFQkQU6ZMZ9y/t2W9s0fuBFEYT89Ig3OwWpQ5VIbdhKnQmhF6IcRELVti7sipwz2RgTQM5C4hc/C0PWS6HLEI0tw0Hyyi1Wioz6cQiHkA3PVQWiGZMOlI6vYoBoQE8wZriqlnCOBZSUwdWpWG32/MiNHYG5xGwXzTiKlHFm5NYrh4v1vSPEwzU0Qrm80p06Q8fmVNFKjzSEweNBi+QaAuPMboIqhHw24pE/EsyLQhKVysI+wcEtsCkQsHgDtEzg04d24fM+maJ65f5h/82mf41V//Lf7sv/7TPPX+9yxAd/GJuAvwW7HkPLAyiXgA8IOf/E5evHWPX/ilL/DkzZ5Pfs8lLqpAL3A9cP/omC+/EPng+y5x7fKScV4knQ+qmB6k2cI4FbqUL/ypD4/XPX7o2z38mn8sIkvfG4wuZUqtBIlM40wN6otChFarp9IxMU/Fq0hq9ShIhFKKp+4CFsJiAvf0tetWHik6E+0RSiuentVGrc0T5thRq+/aYlCtEIOg2MKhGaUV6uwVMjEuCrYoYsq8nTERBwirfltDwIor5zl4SaTETK0QUibuXyHvXKM/uInuXGW1u4+s1uRhTex7Ygh0qsTa2J4esy0jUYyyPXXOUpRxHGltoo1brBTKODJtz9huN7RxhdSRWQ0rjXk7gRrjODLPZzSdiP2A9IfcWI8MUtkZBhKZEIU2F2JQ5qrM21Msj9T5DG2LANYKZ+MWiV7XrXUi5kgthZCMeZ6W7ykMww5n2kgsin1VYojs7R+wGSe224Lmgb7vCFF8PigIEYkZCR1IJJC9rDRkQjOGLBRrnAsGBq4mO4yR84q5KlMx0pBo8wadi6e5UlmFFWj0Cqy5UkrztF2dQ12v1iCBcdpQdAfpFiubGTudkcRckQ8BMfNyzkXJJ0RaM+o4k3JPSpkYI63C3bsn5Chc2U0EbajNqAVizg60wUsaY1gYqkXtlhAXOsK5KQ8SlihT/RrElNDXoYIDTCCgBl959hVi6mhj5X/6a/8HH/u+T/LxT37XEpW31wDK69V1eLuRmTtMui7zY3/0u/mNz/0yf/OXX+ADT+1w4+qAXIhGfpxvPP8yd08b//R71uwM6SL61HO/sgRyTk6T4M6AIJBzROScl120DHtNr6CHQdd0eX34pkAJ7xKwNIypnAGRGDpUjRgzMbjlJwQ3fbfSqDrTpwGx4NEhytzMS8zMqHoesLs1QizSirodphZKqXi8YKTgvm1igqWUTiQ4IxoCVhsstdBqhlYv50q5o8wztTVMGoZRqk/c2ipmRu47am2uYpqRuhXaXyKurpP3LpF2n8TWB6x3LpNXA10fWeW4VJx4FFtKpQq0eaZtN7xy6wVOj+5yeXcXscY0brwiSCvbsxPmcYNoY7vdcLrZ+LXRie3RbaRM6Fzoo5HCxLqNXO5wEOGAqGsO1h2hKqFNXmqpStWJaZ5QdjCDpuI8qp4vEr/u1hoSE019p2/mirIE2F2vWK0jEpxXWw0DsnsJGe8RsKUGPRIk0A07EAIhORj23ZpAIEhyCkU9nZ+mSlCltSWdX0oBY5fJuUOaL6Ug0b2eGjDJ5BSJ2ryG2xoh9mDm1i9xr2NTh4p5rph5+lvLlnHeIvmqzx5tRKsc7O4goS0Gco84VSsSZVmvLtSoqYOneqEDlrh/PEHr2O07VGf3fVZFtWBJkdx5XbgWpw8kIHYuaC7rXhVJ0beJh6IjW5T318dQfvxaja8/e4u9dcc/+I3f5dl7hX/rn/8BdtZroHFudX8rMPxmzz0AVI9nDeHy4WV+6ic+zF/8rz/L//O7V/jxH7xO6uKF+KQm/N4XnmWWNR/5YHqoEsj/73Y7Q5WlSg62m5Guy349luzO1KNRgYtS5/MLF3DgNQyJ8XXf983GuwIsAYZ+RZvdshIkegOF5k0oSmvIony5fFrZbrd0S9o9l9kN0/2Kut1gzS48k+dVEGoVWiMJlOqlfq0ZGEzTfDHxqjZy8uRYolxUzdTm3sp5LB45qi07e3PQNO99UVQoRSCvsYMnCftXkdTRH1yl271OXF2iW/UuOpl4+VsrbI/PCOsOozHNzosGczN8G8+YTu7xyovPcu/2LTbrtae+80iZRuZppunMNG7QWqi1omrsrAdkKoTTW+xEZT0khhRIubnNqKmT5253R5uSLwzxjSAuRMxzXcorhWLQx+D0WFPnBFNgqiOkQEqDi2vSoa2gTb1JSQhUgy51hBTJwwra1kUlg1qNnZ1drF8xL6KCVt/2Lso2gwOQkp3PNXcWaHT110SQRbSrc4G5QDKCOPAiXi6Yg60f5PIAACAASURBVIs0qkaOgXma0JDxJiVuVVNVCAkl0nU98/aMeTOjAkTn0JIEui4svmAXHHOfls92g7m1hbfEq8ZAEXOf7527R6xWHYc7yTeDYBfadQgRJCIEzrtdobpkMs2LDmL0lNy8rPJcET8HDQxU3Hd5PoyGmFe+fenrIy/cifyNXznmR/7Jp3jfUzfdW7yEGw9zfm803gpcHo48L1632LU+8szTfOzbv8gv/v1bfORDBzz95A4SXOippfCbnxrZO7jOt73/4MKMfu4UyBZoRRES2ozN2YiI92qQxRdtak6lmAcqIcaFHnO+PsDiGMA//y2N+w/GuwIs1YxpLpSp0eWBVpS2lLKZ+gKoWn03D4JZIaZz460QQ2a7rV7+h1DmQpaAVmjB0yK0Ofm+EL0SIq06LxRT5/ylCWqVcS7eCMMMk8V4u9RVW4xMZXZ+jOw7ftcRhgM077G7ewVdXWXYPSCtr9Dv7BBzIsVM7JZdbDnv0lx13xwd8dUvfJorh/tcOrxEbZWpzC6yTBOnd25xdv8VynhKwpCtcnp/w/3jY2wRYgY29Da50hsEiQNW9lnvHrK/I+RWWHWChLqY6+vCdwkxGlIVNW80AnZRSVWrp49ZItXAQkIrxHh+HRfjdhrQEAixWywhkaZClwdP2Unk1HNUKq1ORPcMuYI9TaxWAzlltk2dsyQjeGos4uq163iuTueUvMqqsUSD6nYeddBvVhk3p+yud+j7FXMplAYiyly2pOaAUFpFxRtjJBqtzszjSGkNI1JUyNJxut2wHbegXhTQhZnEzObIuH/SGIZIykKYIXWupOvc3DeI+GLGCxO88YVw7/iU3fUhg3dP8fsWnFMlRqizW4SCECxhxdCmpK5zXlQFongg0aqn3TEg8YGB/VzYcOX6PC01jo+Peen2CbfvRuJh4I/98EfohwFekxK/0XgjkHyjKPPVarlcKN9Dl/nhH/wQf+FnPs+vf+YJnrw5kJfmHMenW778/MjTjyVuXBt8k7hQzD1SjilR5so0VbQZu7vDwhl7CaypOi1yfu6LhTBK8EyjuENGbWlQk+Lyfd+6ve+7AixBkJCJKXh0kwMShdwlzrbjgvzOEYIxV0+ku9TTmjHVBfwWTjrFzqO+RWwJ5kKheyydo5jnmVYqOcWF8K9LazYH4e1UvFWWQg4JIzNOWyRmutUOVVaMO+8jra8yHFwhrXeIq13f/VQXNX1pYYYybk+wURY6QKlzQWtlKoXtyX22d1/m5eNbyHSDzTwzbifaNDKfnXF2+0VOjl5h6BMpJfr9fZiP6be32E0jXT+zSoEcE0SjNeN42nBWDNouObgxHGbMjFYKtVSmqqgEV2AXr2FVIwV187m6ibvNDWJdbpVPGVNv5tCaX+fz1NKJ90BtASqknAnBsNihoSNpwLQQQkSDYc0oWslx5d5EVXLXE6x5BZEEUgqoNqQWRAaPtmtDWgG8xlsIi1vFK2FUy1KO6tEcKDENFPGqIy2FlJNvuppoanRSSUG91HEqnJ4WWvWIpk6NIJFrvRIGdd+mzfzGp76K3FM+/PRjPH4lce2qcni4Q1BQLfR951VfSxmVGUifaXPh9lFhNSTn33yCLnN9uSdmoF7maro0KUn+by2NkLyWO6SImQNwEO92dQ5R4VwJXtbZ+Xp77rlvcP/uMUPY4embj/H0+x73bOoh+ePtKMRv9PxbvU8wkMaHP/Qenrz6Ff7eb234oe+7ihcQBV584TbfuK/8wCd6dtZpiZYd6NuykbYK0+S9GYahd5FIl++uhpa6iEIuEtLOvdPN/dJihJw80tfFchW+eXT5rgBLWYziXkolTPMWRZnmQLc0opjLTBwGWlXUKjFnxmkmJq+9rkv9rZ7zRrUSgiEJTJSqSpR40VhCVZGY2Izzhbo4l0bOkareYDY1pesOmcI+abVPunpAGy7T9q+Rhn12g3NgXZ9BvOkHElGdMa3UaaRMyjxu2G42SHCw1Nqo0whlps0j03ZDPb5N6juObk28fOcOc21IrVAmurrh5m5HlsbcNuQW2ekgHWSsjG5qD0ZEL7oP7YgsNePqzXeb9wdMKZBSIqaeOFWmlphbZRw3DCvfjMwaRYvv1kSUuFAg3tHowkQugsr5tfRqpDKNoA5MgeJtz0Sw2GNLc5QgS3Q4dJhV8tK6jOAi35ZA1UpbyjjbYsbWVpgtELOSznnk1oiCp6wSkdxjAjkEyAnV6v0+EYJ4H9Fpe0o9O2G9XtF1eeEZG23aUOfpovOURypGjj3zPPG+vZkfeuIuJoXb4w636w4fvt5ztrnD3/7V32W17vjQ+y7z0W+/yeNXL7G/s8bIxOA9Sts0OyeeAloq904mDq+A1hHaystuY1jS7SWOEhdvRJYqJ22Lmr50kwKsVSR6Zdi58OTdiRbhYln/3qTCz+uLX3iROh5xkAofe+Y7Oby8+5BOvrz+TYDwmz33Zu8/bw5tButVxw985JCf/TvP8dILe1w9vAqmfOrzz1LsEh966tLSo3Pp8WBKa4oupcSrMLhJf9lfTFk0hkXxV28IUuvs8yJGL3VtbodCwMTFLknOadd55vTk5E1x6l0BlmqGhchUi1MUSyljDIlxM3pVhHQElaXcy20kRO/UU0ultUbuMkHE05EQmKaR2mZIsF6tKONMUK93LgWv3Q3e1HfVd9iszBqR3evk4QBdX2YariDpkNAPpNQxLDxpUyNgiFW0OadpZszzTCkz29MTdDxjZ0hszo5o80SZC6qK1UobN7Rp6x13xi1zrbSdNTYluvvPcr1r7KRAWglDCN5kJCTubCp3bj+H7PYcdN50I8lSCmquxmtrVFNCaERRJK0Qm8ixwydT9LQkJTKBsVQsLBuNKpKM1rzsDHEjeESo5xGzBEqbl044QgwdEAi5pzModcusSk9YeES/1rW6vaq1cz6v0sXgnsWF13PnQcKoLnQ1JS5dozx7kAv6ABMEb4yrTZHgAkEpM7EVj5bFwQWEag2JQie+UeYAZZo4m0bmALnfUoor+30XWQ2RVRb60Ei58b1PXeXGTuPO2SmHe8L371f+8EceY3f/Js/deplPfflZPvfFL/GFr3yZDz5xg+/84Ht46skb7KwTSCGa82jUkaOzwv3jU555ZpfdVXJeMzRMA5I7ZAE7w/m3kKM3FV44dOKDXgIsGZep88wmztGZLPcRFn5z2eBq5c6dY9CJlDIf/sANUpeXSp1zvvJBbfzDoKf26hgVXs9Pvll0dk6bCRBC4OMfeYKf/YXf5Stf3fJdz3jU+KnP32Jntc+H37tzYSfSi34MkHp3RNjsfSCigLWG1YIWF4M9WXcxVpaIUpuLY9qaZzDF2+AtpQRA5Vf+z/+b4/tHb4pT7wqwNDXKYgeq0+wpyBIJpJiIITLXytm4JeeMLaqlmXfzDgK1FeZx6VzUXHRRLUhQYuwYx0abvexfqkeaLQX6YZe0/zi1P6B78oC0vgSrA9KwogmkpS631YK1RmCpAy4zpZTFi+cVRW2xFW1OTzg+uc94ep+9VWLeHlO2W0/FVKH6Tx7YtCEtHWXW/YCVDXuXLrFzbZe1bOkkeL1wUze4m9LR2N6/Q9y76f6/3EGb3fMpHj2EmMgWCRY4D0hqdU9o1yWfVEtppmjzdmJaMIsehbdKIHlli3nEXJq6z3Bp1pvjUj1i7osNIaNEhuSNKUJIBI1evqqNEIy+y5wVL9fc1i0rcfEiBleutTVPnRbuyBbb1lyK0xvJfa4pdRj1gsj3Riee0nvP0UYpE9Gc526dUpZNIDNjdUtafKemDdGA6UydjglUhiGyXu+yu7fLsLPDwUqIVpBLA9pGDofGwUHP1f3Aqld2V41nnjrk295/hZfv3OPLz73EnbsnfO3rX2F7+jLvefw6e+u0RLaNflizPZl5/CDw3sudW2fKxmEqZYJVjOCp9Qyh6x0VWIBpURMlBI9UxdeQYT7nM0AA9Yg0xHCu+mBmlLnw7Au3KCWwHnquXdn1arM3MCA+6A60YO0brd+HwPGbt0dbDhLg+pVLXD8ofP5L32Da3mCat3zqy4H3XN/j5s3dxep3vtk5wAZx3ldrQ8cZskefLGtLFLS6jTAE7y2qxWk7VZ9fEhKyqO9mAZsbn/nUp/l7v/TLC2/7xuNdAZbgCrWZly6G4LaTea6EmJjKuJTrea1uzmn5uQM3Dnv7tIiak791act2bjmS5pxOygMxdcTVIeTL2P6BG76Hy9S0Q+rXSxbju9h22jDNI63MTNst02bDeugJwdienC2CQmWeRsRcvdd55vT4mNPNEcEKTQc2R68wb87oJJBDoI/QZ9jfG1j3GSEwVjjSRN91JBMvWVQjLpVAKXj9fN9HusENwnWJpoKcR2QeWbXWqBoWLse7z6sGqlVEysU1N62Iudqce29Q2xpLpZKQgvteJThHJ9oIRGLusTahzcg5uUEhBAx3MWQzL09UYywjq6Ff7kX11CcIqeuwycWIGCNNq9uIEKqCRYFgzik2Lx64IO+Xn7SwUrE6I9nrYMdppvWFFBeDjBbnqOaR0mCuW1brs6Vc1b2ItTZCCHRAJ41uncl55VVfsePSZbckTfOWG5c6WlFW6x329w6IqRFjYdock/pAn9c8ffOAK7uBcZzdX6mefcxzJSRXalOLdMn4o99zjfdeP2E+CiSpWIrkYZdWO7dOif/UCTFisxvyzx0hgi3ey8Vwbs4HiihCxWSxWxGd711sNKixPTnlGy9uqC2xWu9z9coBtkRiD0PdwyWN54D1RnD5xtHkq5H3Vem7GFigHzJPXIUXbp2y2Sovv3SfZ1+Z+fEPrzjY7dxuZIuab4vI0xSKelClS9/R1i6EtzJuOTu6T2uFS9euoQSsGnWupJSWn+aYkeQ9c1sxXnzhFX7pb/8ST7/vQ85xvsl4V4Clc3kZtULsMqZQ23mfPkhd57XUAiLe7ToPHU0bipcatuqVGmUqSMjU0jDpiH2H7NxA9q6Rd25Q4g41+M8iIJW6/IiWV8UZrSplHqlTYRy3bM6OMJ04uX+P0/t32V337AyZOm4WoWSiqi++Nk2U7ZZp3FLmiSxC7C5xqYOcIqsY6VKg7xKBRp+Tg+DSiu5kW7Gq9DEvavBSD9uUmRkVIaXI3sEeseswJqZ5pFt+fuXiR7vEOUZtFSvFeT3CYstyUaDp7A0b1IhhjaSOLkeCTdhiym8sfRKXx1YntwRJpEsdOXlkGIK4AyN4jXtrDYsGEVJMaHDLSnPTIjHFxcQdXTwK+M9yYJRamKaRLleoM63OS0mq23okZECp58/hv4WkRGqIiE7ExV6CQdPAXLwwNmUl1DMkZ8x20OiiYYyZLgykHFGSl6MGBZk52BuIIbDdCmm9JsqARkgd3rDBJqazEbMOqROnzd0GKShZzNP9/kFkdm6PWfcD3/mBxwixsj16BZGKtkY3rBn2Doj9DhYyba5Em4l9770SQkBSdmpaEyRDQ1z8wcsBlKUV2nlLZ0dBMze5v3LnPi/eVlrM9Ktd1uvB6RXq+Yq8WJsPd1V3C8/rOcs3BsrX85sXKrkBJsQceeyxfT7z3DF375/x+S88T9Vdvu39lz0a5kFaL8iiRRhWoYyVLnvzD9HFKli9Pd5LLzxP12X2Dw8gJaZpQueGtkTVwrCcb2vC6enM//V3/i6XLl3m6vXrbxg5n493BVjastOH4J6+Vj31c8uXUUp1FUyLiyghMJ5t6YMboj08j1joyLvXqOurdMNl8v4hsnOJkHosRoQMpXpnmu0pR/fuovPE4d4+sRswTggIZZzQ4qLHeHoXLRvq2Snz6T1ORmFOxnhyDy2z73Q0YgCpE0MwDrpAzIFqgUEah5f3ycUI5tUekXnxWU6k896ICGFps5VyT6vB1eil+1BYmsW25lanotB7QTKKEkNHU7efnNONtog1pEiZjG7pv3nOARLEK/yad3JKsadU7//Zzm0VIpAiwfJCGYBI9O9Wl0qqVogxLcZj/04u/uhSURLIIbpMVAPFjN6MUgrzPC1puHcGDzkhVtDq7fZYFkqthRCFUkc0z9S2dIyioc17arbck8TLBlUDXepJSQgpEySQ+kyfYLaExDXZm2YuCrpHHa0ltE1EhJSELgViVKR4ZylZ/JzoltaMrRl1mjDrqdkdE4rRpcQ8j6Qc2bV9JEZvfUck2MDZeJ8QE8mEzfaUVjdEEeq8QltB0pn/DlDuEam0+YSQvM49xI7S1Ku8hh1C1y+ZuSwRuSLmbc20ucvBuWoXjG7fOeJshuvXr9Otdoj5/DeivE2b38I3EnJeHym++jX60Gve+LU+KwWWNm2Xr6y5e/QcL71S+Z3PvkgaBj789LB4Q8+VKRestBlBhTrO/vtVOUDVC+H0/2PuXX4ty+77vs967r3P4z6qqqu62U12UxIpiqHJALYeSewgGlkKnEEy8MAGggA2EAQZBMgk/hMyDRBEowSJBDjJIDACJDAESIkNO5RERZGsR2iym89+s6ru65yz917vDH7rVjdpdjwIEPQBGo2urqp77zl7r73W7/v9fr4pRnKInJ+ds9mMxNNMyAVh7CtKCmLfS6mfvhp/8WffpNbG/uyMdYl8nNL0k69PyWIpaLVW+nyiKWrTndADmfskqKVWERucdzQ/oP0lajqDs0eo85dR0yWTGxj8SMe2SAKmXzg5BXKcWQ43hOMdt88+oJ6dsdmesc4LKSZUkxlaioEcDoTTLcfTgZwidvIkFcjHpwyqMnmDU5nRG5wX/NfkHLo25lBZy4qzZ/j7+SBZOnNQ0paoxG+ZqxBqasyiYtcm34dR5H4EzUWqI9xgMcNG/j4jsU8p3eo+ySq7lFYyh8ORzcajUsC6SsN0M7pBIQkYqzSnEIheSmWUNmKtsVYM94izojYRjppSNNV6jxGgFMaI6bvG1j8/1U3phaoyTTkKhpg1Do1uihhD//ttn1kGaIFmA1EF0hLxVELOjN5ToS9UlVYUMWdaXqVWwui+oy404yh2kh2gUTjnaUqM4rVTqJrRNG2kebPPPEvuDyZlqDlJ3DAGjM1QAqXbf/wwUFKgltoZlsi8mkKumZwLOSVaSdRcONaAHyZKNRKlHDdicXOWlBXL6QA1oFTDGkhKYYeM8iOVyBIP/aRdMdaikdKzcjoynj3AbM/RXgrztDK0/JELQniu8nnQE0Jv/+ADhsnyV/7Sz/KDp5laJZHUzYn9npQ96U8ep3/ST/njnMwfX2jaR37vj/2Zj/+titEYUmq89b0bvv6txuMnZ3z2MxfdW0sX88SPbJp4JMM6Mw2GVpKYzefAuqy4HvRotWGMlQUxir1MNYkkt1Sp2WOc4/qw8sG7HzD6LcsSeLR/8GMG/p98fSoWS9Ughyjjl6qISQq47mdtxnhJipiB8WyPni4ol68St6/gxjO0s1L5SpbYmG7kFITes0g2ueZCWBZyWGlpJRzuCMcbyJGbpx9Q5huWwx3rMsuHmhOtSD9MiQu2KbyxTMqynQasO8MR8RYGN4gdqAj8lRzRKJxRHMNKzHscUEugqioqcp8PFVlb0FbhLaxxxtuArQXXVWljJAqoO/WoKSnNakaqZcVfXbHWkLJEu4xWtCyEG2UcfvAYwouvm0oRK5WW3Z/pg3PVGjFHnOm7OW3AGGLpOrpxxJjwSiw7DbAvImOiXIdcyFainrUWWqqYXnFssLRYxOtGxVkLRubMSjdZWIlgGtoN5JjRpRCyQHizkfK1FLOwJpUA+1BG6DxVjp9u3DJ4QysR4x2lZqyWtI7W9x48hTMCcImxkLPMJ7UqeGeIp4WkFHP36d5Xvy69Mjnff33V0FZRUyHGIEZ/67B2IOWZNQRybRKwQBPmKu2gSCWI0ZraZOFOMVHzAZcSVTuUGzDWinWmA6xpCusH/LDDO+EH1GjlenIWPY5yiqqNpiutlf4g9eRQ+OH33+az55W//Auf5e2n3yOn/nNU+Qxkwex4OgXyKf/0ReSnkc77Xf3imviJu/2j1sp+Wpxj4ut/8h7fe6r5G18eOd9LmuoeEiJcV1H/S6dRWSdx5BSj8AjItAIhrKzrgly2WoDdWlJVOUbK/c45N37wnR8QFkESbi8uiSlTcuGTXp+KxVLma5WWlaibTSJmyu9wZy/B+WvU7SP0/hw17MnGMYyeUVuZy/Vd6PHumuP1DfvdiFIaaww1ZU7HG0xrpHUhLjMtJtZlZp4PzKdbLJU2V+a7K4H4tozTDa8bk4FhA4MbqUpzl2asmnhwNmGqhhqhJqxRGC2GWaUV3If9UyOkxMbeS4mte0E1VitKTX3HktEoaf4TDQ+Vhd7jjEWrgkGISk5ZQmmEXrNLk2x1SRmjrdQtaN07vS1unMhLRlM6TkRmnynJUSTXLL/XSQTUWk2jU4069q708UculbGbf42TmNn9xay6PcUY8TxaM1HaincWhUUrh0FRayLrRFO1Z6YzTZn+9SqlJVIpLOuCjQlLxiipD86AafIe5wYGhR8nmh5ww4TRWsYdThYY0xsq231NaymS5NFaLEYqy+klSplbzUWaN50hZjHv73c76VivTfiUpVBQpCwGemOkYthoJX5gHAXNZtpSayTmGaUgpUJJMjIZp42U1CUZL3gnjZG1VcqaOdwd0MOIsiPjOELL5CBBBqUtbhgpITFtJxpFhB6lUdZi84QeJ9CGe85lbgo1nlOWzNtvf8DPvPqQn331Abq8yem4SvpPa9SL0ck9l1J/7C4F+OkMy4/+/4//+6PF9Mc7d1qPrqtWCHPij/78u8RywS987pLBu275EfFRVfosVsrorIKWcxdjZQSmjaE0cXZsp4kYVooSdJt1A0ZbWhUvdQyB4+ma77/1Q1JRjJsdxjhubg7CiviE16disVRN09qGNk3ozQPs/jFt/zJ6+5A6nGMGz86K5I82vU2woGqhxEgMkbSuLHfXPHvve1y3ysXFGVYpwrqSwgwlE06z5K1jYD6duAuRlBZGp3G2MOqFaRoYvcUoMDmy8xZqwWoRKNZUoEgUzypRKCsC/LDGgpYnWoUunjSwnlxn2UX1uZfWdJVSYbTUYBgtpG/8Rx0rVlnx3JWGbuBUw+rGqqHqkRqtxPSSLHi1FXQT5ZzWWwgxYreRlRyrrVR1KNsVdBFMdB3Q3JfHSf1uq6Js55qo9LK3qtFNU2KhFYX3E6BIMZKiRjmh8GhlQMsOzBip94UNtt8w9yiynFPfGTZyDLTNfeeKJmZZVG2taGRXJe2WiVJlh6XtIPBoGq0saD10EUE4l01BjItYkqr0obvRo7U8CGoTE3rJkZoipRXCWlFKY6ylpERMkgiKOfcFTlI/xEACrINEJqfMnBXTuMG7e/6AiGsphc4SrX1T0LBKk2IiVy3UoZpxxkhLADBaL0mvMJOCzOyd1dQYwTrm22vUMktxm9GU0hinLcN2j+kowxgTw+UD/HTO3c0NH354xVe+/CVefjgxqgO3z+cX7IVa2wsFuu8vP3an/hSyufwXP66j9/uae8d4t3Y1QMlcXjQKoYkdQ2K+U1w88XzljQ22ylVLq+gOBG+tiHYRs5yaaiXEiG5CZc/9NGpRZGWwShwW93n/NS1QBbpjjef9dz8gLEEAN1TmdWXO/yKI+OOvT8diOWxpX/419NkTsB7vvMTOjAftcF4G8TlnclxZY6KkSEsZVe6P1wstnvA1EOcjz09PqTlAkTfL1Eo4ndAto0rEqcoTJ2mKZEb2m4GLwaJIGAqmgS4ap8SfGENAYXCtEsNCHLdY1aAIzEGy5qJGCjYKOeppTWoGrBNArkJmblU6RRoVdMEYmdwpWRex3WuoVBX/YJEctgCD5esUbaDdG7gl0VGb2ClUlXld1lCVwygPrICo77V9BBnRWkv9rZmo+tR9jh1ph6iNuhaMsfhxi1lP6KpflLa1VgkpUpXFOU1CjuM1yYjAGAuqx9W4b/FslFRI+aN8eatVBvBmgCZJmlglPyS8W9lZU6Io7srghi3WDL1CWUvSJ0VyLbQaUEjvfIqL5Myx3XpUGAfZ6YZlwWpFjrPMWVsj58I4brBK1NSYE8rITrDkhG9gtcH1ZFELEes1KSdOh4WaC+PoJbbrnMxKkcOFMYaUEilJHUZJGUnWJk7LzNnZGVo7cqwkHcEDpfX7Qoj/zhtKjaQo4QbrLCFnmaOuC4RAqZoQA2YYGC8uaK3w9MOnLEvl86+/xqOHWx7sB3744UJJTRJvWvcivI8fr3uz5L223msrPpo+fnyW+ULCAXS3QMoCbPq45v5VS+bqaiUkqHbg9ccTn395I39PlnGAVIYI0KbVRkn53qaJQWOVIa4zcVkpKdD60V7Qi9KymvJKa9Kg0LQlzCfeeffd/v0XUgmsORLMtjcp/PTXp2KxbH6DvXwDP04Ya0gxsJwWWj1hrORmSxUSeE6BFAMtRSiZvPbagzBTw4mw3jEOnrAcme+eo3LEaFHMzqxh47UUYdEYnNyYTxeFExs2pkmqRNWMc4YS197bLFGyCc1pDqx5ZPKyQzSIkTq2BlqG4617DVUtxJiok+6MxIJXvdunq3jGGYpu5NgEO5b7bJJKTEnEISVQkZq7coxCWYfTloIcDVU3ipdauKc5lioKLGagJcFcWWfJUYzsxorpvlJQzmOKwHqbquL37CgsozQxZWzToq4WOaq3Cqlk/LClNDFJl1aFhthvkFozmIx1hjU3qZNNudMmZRB/ryEY7ak4DEkM8DljjSG3ijFKjlo1oVVju9vjx6Hjt+Tn1r1/xWjLMh9oLVE0mJ4KCyWSi5S7TePAbvTEMJPJpHUl18IwjuSUCG0Rsrztlcw1oTu1u9QMuUAt1ByoJRIX6VkKpyOtZMZBs9vvpS+8FVoqLGmljrDdXVJy5nA4ABU1eUoJxHXhjiLEdy3lXiEcUWiGYaCScdbLGKImwlrRxhNLL/bTkvRZj7eEmLB+ZNyO6JRhmfng7XeYrOblxw9wG8/nXhn41ts3rGtm642EwEmVUgAAIABJREFUJl6cvO8VGo1EIT8m9rwwqrePflUJDu3HqyJ0P87/+DEcNLVk3n7/KZpG05YvvjZxfrGh1Sphj36sTlmA2SBVGJvB4bSilsq6Sm1JK5BjErG417rkEmT8UQqlKlIseD9x8/w5h+srjPX4Kp1IFYPb7j79Ao9WCqsVKSfmdSWeZg5XzzjePefi8kz6iUsix5VWK2kNpPlEDithPZBipISZeLoTv+TZGd5b3KjYG4XVms1ug1fibzS1kUuSxUxb3JqJucHosATZLVJoWZI5ynlaM1TAW41STWJ3im7PkNmKRkrAtJEYoSChNCrLU153Raeoxn1LX8wRUw21IfT1GFB6FPpMzpgmRnGtLUUJTJiseszQkFpEqSJHcNUH9E3STzknSg7olGjVYHKl6kpVFW1kJtcq1KaxaLAT7d6y1Z/mtTS8gxQjbWpkpYlZoZpg/I2VWg3TNNpNlCjA5egsvlVKi8JnLF5SPdqAGaUOts+fpExSUHwtJPTGk+eD/PzaUJRiLQWTM8aL6doOFqd3uP5wKjX1WhJRsBSazbQnx4UwH6m6UcmsYSHmKHak5YTZbylhAQoprYDGGicnkhrQg+zqaxVakerYNZTUn9ASLSfGaSCmyLImCU60KtdlEpFMGwe2P8xKxTqNUQ5rLDmtrMupq76NdVkZB411hhgCMUWs9xhvpCK5i3y1Qm4Z51p3E1SM87SciDX1qoXGMEzowy22KE5X13zhs5e88uQSP1q+8oXH/Pf/9ClXV4HN2b7PBmW3f79L/Ii0/tFOUsbv8nuF1G7llCJ75xe/TwAXumfWkWElCkrjeHvkOz+4IefKZhz54huPcUYLFajTj5Z5ZV0i47ARwHeVHX0MQRwLpZJzElxhTvJrtRDC8oIrmrLwMCWEkHn/w/fkgZcTcY2Upsl2wmn3L8xjP/76VCyWJWeeP/tQlFylyOvCerhmPTzj1I4cUqS2RJxPqJqIYSGFhRZnfAuYmhmN4mLyoA05r2wvHvPg3DHWu+5XREQTWkc1WVHcVGLymlSU+CKb5r6ytKQASsuOSQNWd3uGIuZEDBmPoLFaU5Qiwg5NEkQGjbeGw+lI216gzfAxnJaYx421XRmsIoB09bKhSSXLougFJ1fujd8aaks0RskLo2lVC2uxyLFdZnu9iyYXUIbSwBsRPpQQLcgxvzh6pFwYtKNp+T2o2merkqQxSkPzgmmriqbFyK+tpqC7BUeLFUjLPFTioNJf1FTtnmkF2lGbIhfpc69Ng/Ei2jQ53lfVpMrDWGmotB7tHdY2vLEdytFeWHpokEKU6g+tsc5CE4vZab6l1kQpAa1kNBPWwOS62h6DJKbsQIilw40bulRqDiKiaENLjRgkBWW0xnRTforS/mnshNVg7YRqHoVnGEYKjVJPvXe+cLq7YRhHtJU8fm4FYwzTsCNXsSStqywA0zQxjQODE6B0iomQTyK2DQO5ifm/pIJCANYV2YUbrVnWE0UZ2jEwOsXXvvw5dpNBk/i5n3kJ+7tv8eb373jlM1uMay/WutbkGpHRUhOlpbaP0mq5SiKuw4d/zJvZ7pFsMm+8x5+Jwg3UxrNn17z7/gGnBnabytc+i9w7WhbaHAsfvv8jzvcXWKWZlxOj0Z3ZGlFNEVNiTeEFwKXmQs2JGCOKIrQoa8lVPqfj4cizZz/ieDxgtOd8P2Gq8JZ2031/z09/fToWy5I53jyFmiElcggsx1uZIbnKfHjG6e4ZNazoErEatt5wvhsY7IDVHuccw2CJqfGju9SVMoV3llKy0GTsILuEHqOSZENk9APXp0hsGzAWrfqCpSUSBbLFL7GhrEepSkoRRivHxpxQRo7OlCQLZrWgLapnn2MUAIItBt0zukVBjLnX/wosQ6tMxWDsFvJKyYFmesMlsivR1r4A6lZjocii44x58SCIfUEMcWYogarvi9IaKUdSLGLU7zCSlgO+FUpRqCKWD6ckclgRlictU7MIQrVbu5Qy5AolRUlJ6C1FQSqgO8XdvKhZKBQGtNfU6iWmakSMyllKwLStQCblSEFh/IAfBvwwoa3DDQPOGmiyiGfyi6xwa2JFUh1OrFplXWdUy1KHrBpGKbwfOMUgD4ssD+EYI85LzDGmCE1miyEm2UZpRLWv4ndMMaJqxWqD9QLpzaWijWO7mwSX1/UN66zEYmOkNbGOlbySYsV4jzeOEETQG4aJyThO8x2HdaaUzDQNhHXp4wVJuMWa5GtbSUyVe1N6FbuZGwdZJIpEcmuMNOC1R5c0Y9BhodxmHm4mXn9p4I/+9AN+6asvs3/gxPPc/aMSp24C6rn3U8q0iTUEdKmMZiM+0Nb6daG7xaV2f1yhIbFbapWUV4I//4vvcnOdAM9rF5bXX73sgpKMTNbTiRwC5kwT15nj3Q2bcUB6mgrzvFBrZQ4zqlZaSrQUyGElhxXvpZwunFaK0ihdePr0Rywh8OHTK5689DI5F6yrjMPI3g+kED5xnfp0LJY5c/30PVRe0Gkhrkfm05GKZnKFkQD1wGZjGIcNu2lkM3oshZyD+M6sEm8VjfNJE0uleUdqDtsC8jmJP65kgcVqqZ8ipkSrg/gDVa/PJeG97zsvullZFEJnZC4XaxNlVyEGWehMwns6S1d9VRWDbM8rO4SyrrWXhVXL0S8mWYByE8O0ta4/ZRtFZawdiCEj1QSJapH4X99Z1VK6Z08u3Nxz1LEkvNGkkPsTX8znpUpygwa6KVQpaGT33KjElgXAjAhYuu8cpEaigm6U1HCbjhHTlrW0TvmWI3etopKLh0+TKUwoGp5WtVRjtEpThkwBFZh0I6uGtQNKCXji3mtYY6QUEZ+EgiSR03tcV4kBZQybaaKVQliPULJ0oucsXtxsaSkzOC91wCHKbHQUz2SOEecGSpGHYutx3JBWsSYpJaquks8xpUoKRb5fC5vNlnEcCEvgtMxY79BWd9tUo5QgnE+l8M4RUmP0IzlG5tOJpmQEYo3BO9fRZIqUKk1XnB3QRSjvqu9UY44YIwudV5ayBIxz8r4hIwNjDZdnjmYM6fCcemoYZfnlLz7it//ZO7zz/uf50tkDQZYqeWCKN1wSXigl9SG9u3yz23WP68dt5l39vk9fKQDx/tZcpCoYxd3dkX/8T77Jcc2oreWLn3vI/kx4sLVmKBWrFA8uz/Fec7i9I8WI3W2JYeX29lZOVVU8u7Vkapa4cV5nas60ci9SSjIprgu3t7e8+66wPF996ZWOUjwRrsXpUtL6ievUp2KxzClw/d73UHVFhwM7vXJhK945WrCcXT7gyfQS3nYaVSnoGlBGyfA/RWiakjLWWQYLc1rJfqQosWdo66DJUNh0EkvNvZFQW2y7t8xYrBmgiD+vqh4T03J81loqGFo1hFTZWUdtUWYzTS6XnGXWk0vF6C3WNmLVODfhVMSp+6NxkyNw9/9prTAash7BOcoiqnetYjlpTQrcSpOZYcWCGrFmoNSPYFPiK2wvLmKloGmFc72HW87xQsIrgl3TvTOnoUgZNt5TingZJQ0EzSRslUhYVRqNIPtrbjjbRStVOumoEWOCnGlaeJFijapSC1AboUKuPYFkEPCwybR0xFqFmQZ8rz9u97uU1oghkFIm1YYxUNIqdCRNLwwzLE3y+H4cUM1QW+Hu7ob1dGBppXtJodbMGiNKG5z3lFxZ1rUHIhohrKAhaoFBtyaCnTMGg8Y0cEZhMNIL5RzjOGKto7jcRRB5j70fSGsR5FiqZJMwTsrv/OCJy8J6ml9U9DonBCelNTmtONtTSw1KjhRvKc0JuLpUbG3kotDGkVNFlYzzA7VkpkGqUmoRb2g8PMM4R7MDP/uZDS99+yn/5x//kNde3bDfOZrr7opa5PoUIqi4DarYf5S1H4k8Ofe+nI7l6+vni1RRkdjhvWr+1pvf44/evCWWhFaOL70xMY22I+ikH8d5S62OuC60WhiGgeubG5Z5ZvAeRSOVQg2REgKqFWqJsoGiUYsmtyYtrdYxz4EP3v+QD3/0nHGcKKoR80rFkk63lNNRbHqf8PpULJamLLxavi/EnUmzHUe0ddTWuE6LELetYTAJWsVYTSlKnv65iFaXE85ZERu0wir5kAuN0mNctUgOOM4LpvfvGO0Aw6Dlyc3GAuLPKq1IxrolGhnj5MMkZ2rTxNwkWZIbuun+ZypKe0nmILSaXAwZxXb0nXSSxGvZSS/WOppShDVBldF21R6NIUZR5xsa1eyL1sHaKqJuOGIUq5NS/cnea2hp8jVKS6Btpxh1e1MVnmXJhZAyGk+JlUEbrLNUct99Vkrp9cT3R/FmqVi0tiwhMQwOayrWOELMVFMJVeGbQXW1uyq6UMKLo35phpgrFFGvN5sdw/YMU7PsXoYJWqLW1OOWidqM1CpYh0pJrD61QaGb4gv3NRTzHGhUNtMIOlFyY50D1CwCUzOdGelxzrOGIup+ytzFG7QRJqo2lqokZgriQcxFFtXBSPKG1lC6MjovzZaIaFlLlN0tIzlHaSdsci0OaMIawBhULhjnGcaGNSLkkGXB0FbaMsNyorR72n/DWOmtKkUW4BSF26iVplkBXYuFzaC1ZPlbFSU/phXjLG7acT55fuULht/99nt885+/xF/+2hMZvVNfAFqU1p2nWV94J0U57z97jxk2imiXSoExQgvoAst9yd1ynPlff+f3eX4M7M5fou0e8LOfe4RF8Gq0JAJiXAmnmXmNnI5HrHGMw0j1EuVtLaFKpqVI63a4kms3szeeHW5483vfxTrPa6++xrNnN7z73jPu7k74YZI4dReAspK2zE+eWH5KFktvFa893DL4kaqkSyU3Cc77ViQWZQY5wirVdzpVFp1OYRFCeZIdglWokGTgqxXp/jOtgjHz1tFKlDlTqhjncEYRY+Q0ZyaXUDWjjCZXIwBdhG7ttBP/4hxwZw/BNWqJPVKrKEqhmkFrLYlnJ216RWuaHajZ4EzrPTHIDisl6emhScjfZtZmGFVPxRgjeeW+IJZahBReKsp4Af7mivICtbj3LZaSsW5DRZO1w1lPU4GmwFgjM1Uy3kriBD2KAFMKCelwR/UObCRbX0AM4Ek8h9YYShPeJTWjtKMWoGliqtKl3pmajV6LoKRULGYFONlda4vzE8M4SZIFhTaanGu/qE3vhJaHmB8GMLXH0zwlK3bbM9Zl4e5wxaZIh1POhaUFjqeVu8PMvCZSiEzjiPHS0V2KIyb1omNHt8Zm8kJZb411TYj+5NlME957bm9vya2hYpIdrPfSLY7Modd1JYQFazT7sy2DEkzguiaBdBiDUoKuy7UQY8G5kXWJxCWgrWa/PaNmIQHVWjgdDthhYNrsKKWwrivWWZTSjMOGYdyxLIGYi+DIuul92mxxxpFzFOCJVrSWxZdIQ2/O+JnPPeZP3nqb3/mn3+Wzjze8/MoZ6EjTFWU1ysiDAui7y14I2C1icD/flNm9dACpF/ajViX5U0rlD//4z/jff+97/KUv/zzvPVeY7SVvvHyJqpGao2gVnSC0Lgu3N7fklDg/O6PlgG2V1lJn2C7SPpohzAshLHIqqoHb2zu++c1v8cqTz3C+u+T9955yOGWMdmw3G5wTFm7VitY0zrifYq3/6PXJpqL/H19aKZzVqFbwRonJG7BmwDZLSpGiRloTvJiximG0aH2vnMnQXN2jqlpFtyrzRqUxOFTVeGOxumFMwwy2q7lyrNCtQAmEKBBcmqamim6aWru3UCtKR6ttB4exA6UaWtUYO1CbpmbBjNXay6pq6n02jaw9uckuU1lHVopUpUOmpYTVitFqWokUNVCawEtjH+CXIgQmqzStJOmr7nYHbUU918bSqoam0b3wq9EIJZN1t+f0HYAg17qPsqPqlN1I901TmKZpqaBrt6irStaarJXMO5VmWSPHeSHVe0ScqN8KSCVJjUOI5NxIuRBjJJTKkgoFjRm3TLs9m/052spJIaeAqrJrzB2yvKwra4ikXFiWlXk5YbRiHAacHTHas66RhsIaxzLLwpdC5Obqitvn1yynQAyVXBRLKBznldNpwfkBtOVwWjjNM7VVhmHgwcNHgICnhUvs8X7LMO7Q2tGK5O7BMox7ducPGMYzrN+AHlhD5nCaeX51xzxHUoKY4W5eOYXMvCaU9tAMzo5o4zHWMS+LjIu0YRhG0ppYjjMpBtZ14XA8cDyeCGsU0E+BadoxbfcMmx1mmFDWsd3u2G63jMMg91OvoUghs4ZEawJmI0Wcgi+8bHj+7gf8b7/3PofbWRwWqaGTElByziJyvSB9yQyTkqGJq+H+s6dJPXLrDQJ0JuU7P3yX3/r7v8PDhw/4t37lq8QAbzy54Mk50qnUZK7ZioQWVIP9Zs/Zds9+2mBaZTBiaM85cTqeuHr6nBIr8xwpWWKlpzlwPJ24vHyJL3zxFzDGMo4beRg7Jz7VkilKrsusFEkV2dF/wutTsbNUSuG1IZcKWJSSnV5rlo3TxFyIWdG8A+QYIyqjwGa1VqScP2rOq5VBO9ZcqVUMy1JWFuiUMWkDlC8ug/rSMWtKkytsnCPFImH8IpxL3RRogzUWpzIxVobRYf1ETCtNyRE2lwwlS3ZYi3reaiYkBbmRa8KoSqkFZwwpt04eF8W11kDOlVSgZdkhJirOekopAoEtmUomNytRwf5ehpSx2naLURUJq4m3VHqxZbenO5DCasWchMZjUwA7dNW30VTGGtXFG2gty7HZSKa3dTSbdU4sQlq9cBrU3F7MiGW0INzKquVYFmJhCZmL/QY/DZSWiVmgBq6ThazumfNGB1S0vrAZwhpllKGEDL/fTxzuTuQsO+scIwuVEAI3V9fyUGwVtLxXMWfKYWEcR9y45fnVc2IseI2wFLXB+ZHt/pzb+UPGwVPRGGe5en7VLUqalBurrkzKgRnQ1oMxeK+Ypg2Hwy3rsor5vIgdaJ5nyih+XCGyCszDWAH1OmclklqqRGhxlCSbB6UtJYEftgjieGAzjqTcyPNKrort/lJ2jEqjtSUG6WmqOQGqj5PoeDzdhaGZlx9N/MKjD/njf/Ymo9f86i9fsr+cyEZhy31xWK+66Cb1+44f1ZS0n74Ylcu4RyDQwnx4+uyG3/jv/hfefHvlP/2Pfo1jyKyz5SuvDYy2UFOhZYnuUhsGw/nujLu7O5TyckxXlTms3NzeoIzh7XffJcwrVg0Mg6cVxTIfOZ4W7m6PmF4vM00TFWEl+GHAORGcqi0y8y+J43zixzBJP/H6VCyWtIZuhaFbHQoNZ0dSbFgqNkdKU6Rq5BieC8ZC4d4vaEXJ1fc7G0XNCylb8jCCyULgaYWsSt8pCo4+54QxjsFaTinIDaUECOG0FVJ4la6X1gk3SimcNsyxkCzdstDZk/1mNB1dpYwM1XOMlGaJDFg1i+OzKZSS7pOmpNRKazBVFmjlRnIUorduSnLD/dilSiHGlWl/Lv7EcBDfodGyW+0qpSxcGZVlliomOihJunjE5OvJrWHun6pKEklS/FR6XjxJLr8mslbYJt3aNSdGLTdSpJGrooxVZsW5UGLqfEbkVOYithXMtGV88ApaZ5YSoBZSDFgNyii2wyRWJyoqNFJdCTESU3pRhatbY7MdWZdAdQ3r5dgdw0IMC+uccVYjJ8j20TxTQTNyJGxKqO21+4Oct4zjJHPL08zDR4/IDVJpPHn5FR6en1N6dYhWCus8yg0o43FuohnLGlYUMG7PaA2WZeZ4WmRhcgPjJD1B6xrw44gfB9Z4oqxCutpvd8Q1cTrO7PfnjMOGkzlhnGbcbjjMCyFVzvZnjONA6wb4cJpRbsQNE0pJXlrsPpnSssBkSka3kf3ZI0KYJRaoEtYnPvNoi/75R2x/8Jzf+4O3+OPvf4Zf/NIFX/vCxJPHW/zkUN4K2IIuelaxbekOT1G6m9cbPU4rwtL182v+q//6H/KP/+BD/uO/9df4pa/+PL/5D/4Rxji+/NlzrLaUHFiXGaulqTSWewSc5N5jDKwpcH245fruhnHccDieyKuklyYnzNDaYA0yp29oYorsz84IKUgyzcqRuxTEYZACOIP3I977T1ymPhWLZevGrYqYXLXS0gPT1WHTFpa0UrTqRG+FNrUbxlt/Nld5U3WjNcswaE6lEnJlp1VXVIvkfmvrsxagQYwRjKCu1pyxBQYNrab+FM1Se4HQsTXiF0spUZyiLBHbMs7IGypwXCH/YCy6JgaD0MWnPXq+ISwztn//zsr3VrQG51CpiuJvR3IzwuHrjEqjGlWV7snUcvSvStIH98R4rftQXnUDcOrzFofVnlaLXIwi20ttA42WI8WNyE8RkWa9JjnrIg8ylWrv2VZd4RYLT1Waska0n0jKUFKjrZkaJcq4mUbcdEHx5xTjOLt4iH94zvG97zIf7his9PYYLZacNa5sBydJlSJJHmMMxnpCSqScGbwnxtCvoYJ3jrkmUphfPBwBNuMIGGIM3B5uCSGD1RhjmTYT3nm8c+hpxFsln5N3LCGyhCgErNJwfuR4nImhsN2cs9meSfTQGMbNFrzn9rhwd7hh9B5nFLvdBZvdBaVk1uWIUopxY5mPAgvLuaKSBBtyzIT5gKkV1aQW+vp5xNlBkHC1skSodkJrz7h7iPeGw81zWknygK2ZuKziUmgN752MDCq0FlBAWBbGKbHZ7lnXmVoqy3xgu9M8frjlfD9wuXvOb/7xzP/xvTd4/RsjX3ntPX7lKw/5+c/vOb+Qe0VrJbSoBiU2rFf3DiNZJKumFsX3v/8uv/Vb/zP/6Pe/y9/59/4q/86v/VXu5iPf/s5TLs4e87kncl+2Do9R/Z5UCpb5SFgj++2eXCGnzAcffMD1zRWn+cQP336Xzzx+mbvDLQ8evc65P+fG3vD89sASC0vKHJZAu73muB5pLXC2G7Cmi2ROeJqtKi4vL/F++MR16lOxWCp135cjxWMY2xfCivUOmyMtruAHEXNqJqaK0Y2qFFohxt4cxPBbap9nipJalEAqtHGUDN5pcirELHGo+0InoyuHk3Aks7vvn15FOe5PzpwLJc4YM1FDJOWBQTsGo9BNVHSx4CDH486jnMxKTQvKSN2v1QaNRAZrzYzekoqo3NZoco0UdZ+EKf1BIMfTUrMQh0oU2K/1hJN02GyHgaoE9pFrI2srZWZVUZuMFrxVggurlZyE+FObETGhNVLRuFYpaRU6vbaUBlUPKCqmiQdROM2VFLLwRLX0ILWNJypDGR6zPZ84e/CA/ePH2M0lz6/vOF3fsoSFQiFkmTOmJKJaRY7+g7Uc0iJhgF4pstnuGactqWRurq9Yl0WqIBqoFCneQcso1bDeEGMhJukZUrqgjWaz2VBZGKYN+7MLBjdQSmHylpCl5ve0BLbastmesayBZVloRnN1fY1p0gi4P9vj/UgqYiyfzvbcHI6sIbDdbzEYRu/ww0hK4tTIrXK4u8UqxTBtabVxOC7stSZEIcNrZTkdZi7PLzF+IIXIYb5luz3rHVOO3WaPG3a4zY7T8Y7QxAObSmD0mhhmahUL1Tj6vnCKgX6dZxqN0+kWpRvWOk7rCTQs88w4bdg82PPXPvtZprNv8hu//ft88/bzvPujHX/wJ+/y8oMtv/zVR/zrXxl4+bUnjH5gnQVOrbVDGSOJMqU53M584xt/ym/9/f+Ju6tr/sO//ev8+l//VbYbzzvv3fD9Z5lXX9vw0sMttRaWuNCKnKRiR7DFKA6YWuR4vpxmwjwzjZ5333ubB5cXPHr4kP12T4mR67s77o4nPnz2Iz58+oznN1ccjnc8efKImhO2JnbTiKpNOBBoXn39Mzx88iq56RcP35/2+lQslo1GVTJbc8NITMIWbBVCFmqMSZm1eMYQsVrM0oqPAvvrsjIvK9ZKmqI00CSqHpljwhgwuvWjr5YmyaoIYcU5K9YjpVAtc7g7cT5coF+cN1RP+9RuJgelZJfXaGjn5IhsHSkGSisvoAGl75rvy83sOFGrlMtaZ8hJ/JWxCPYrZ6GX5xTITnY/tUqlQa0VazulnEwtaxdavNiUknSgO2/FtlFzT31otBbHQKxiq9AatBVCOcrKYqqgYEhZo0oSm5ESnFZumdpEodR2JITCcpgZByu+egXTZod2O4KCYX/JxWs/x2Z/jpl2lF4ex9hY44fcXc1MOpPjAjVJyiYuWNWwypGLiGS5ZsHNKWjrwjBOGKWYxpFSCnd3J4EKG4NYcEVgyk2cAjRJgsguWbPdXXB28Ziz8wseP36CV5ZllZ3ofnvBPB+ppXB9e+JCeayb8M1IBYf2DH5A68ju7AI/DDy7ek7JWR5MOTOMYpW6vbvjpUdP8HhKk1RNLEJ9P8XIZpwoWTBjqSSMRh7KSlFTI8Qo3efGYP0gPlk/sNmdcfHoCcO0R2mLtk5STsaIiyRFTsdrjnfXGCed9n7c0BoY0wEj64IfK6fTzGa7kzn8PfOgBFAjwwj/2i9+lZdeept/8E/f4ut/8Q52OueDq8b/8B3FP/n9B3zp536GX/rq53j9yQUPHo60AmtYuT2sfOsvvsM//O2v8yf/93f54s+9yt/99/8mf+Vf/RJuMOQUePOtd3jnJvIrv7jBW8USFtYUcHbg6nCgVoU3hqvrGxEWU+LZ06dA4vU3PgutcjrekYri859/nZYq3/72t/jwgw/ZnF/ixhE7epaY2O224qvMWaqsO+NzWWZybRjv+czrX+B4WljXT7kpnQYpNxEjVjGUqu5T1GZEY9AhE4qiDhalU1fMBe6ZSqUqhXJOLCdKoWmYXGTWZjXp/kjdDbVrEMRuzAWlFaP36FwELIqlNI3uqDGMJscsXTNakUpGtZVWFE1dUJS0L8ZaaAii3xqh4MRSKErU8BBObHeTqPaIfYiWOuqsYZBaCtMqpUTM5px4W8gl4nshfOo+t5wzRUUsGm0nUbVBFPsmC4PRhpgizY4Se9Myc80lSp+M0FeJKfZel4xqsrCqLO+vRpNSIVVIJNyfCLEtAAAgAElEQVQohuHTqlizQQ8jftjjzx6g9w+oZqIWj7ID0+UjhrNHNDtK3DFGCrcMLdMO7xPbCvFISzPKCPszx0hzmmnaSQopS0/PvK4cDwcRVVLqUVZPjAlj5ZiZbCasKyEIAEToNYU1BobRsT8/p6HxfmK324FWXN/dYIxhd3GJ1oZhtxULyrrix5Fps8VnYXludnsuzi9lFtjjqfuLxtNnz7i6vsF5IyOdBs6PPcaZsc4zTIMAakNirkeGYcupzqRSeHp1w+gtgzM4rRj8QCiKkhvj4CS2pw1unEArbm+ueWAHxt2GB49fZj7NpFVM2a4lnj77kOurK7b7DbfXz9HuwDiNJCu1sNNmi7GwxpVx2uDH6UX6S7qhKvF0wI47vvTVf4X/5As/y6//8x/w/OaKb/zBN/j6mwf+/Nsr331n5rf/6Bmff+Wcr7yxo1H5wdvv8NZb32O+ueaNVy/4u3/r1/jVf/PfYHcxYVSmhMRpXfmzN9+ltokvv/EYax1rCFg7kmoloQgxM+eFNSW8g5AKDx4+RDUJc7z9wx8wnxYev/wqt7fXXD+7RlvDS08es5bKspx4ev2UR48f8vjhA5w16FLx2ojft9ck2xEO11f84Td+j4ef+zkRED/h9S9dLJVS/w3wN4Aftda+0n/tAfA/Am8A3wf+ZmvtWkmS/r8A/m1gBv6D1tr/9S9dK1uj1CxpCyRdcs/Tk8a/DthQkLUhloIuTZBdKPFJaYPSBe6HwlSshVAqKRu8M6QSZCHKCMYtZrw1UtCupVbXW4c2OxoW6zQ5HoU0nTP39BWt5VhjLORSBTyhxLOYW5aFMCdSyVRlwLienoiEDKYq3D1YAMGoKaWkAkE7pAU2992podVKpaJ7zl0ZEWB0P76KsV7hraX2zHRHucq8s2RqTugXJJnaydLQSpYdaam4KTMYQ0F+LtntV9aQiE2TVGGrG+Po2T74DOfWMI4Tdjqn2A0xF9aQiTViKiQcKlfm+Y5lDRxvryiHp7jjU3y8Q7FS24xqMqAvWTpTlCp475imLUpZjBkp1bIutxyPJ2IINDRnuwtSaKQU2Z+fid2ryj9KWRnt1MTm7Jzz8z0PH7/EOgfy2lBVMbgBf+lpShNiYg0rw+aczf4B63qS9JBz7AcPaHbnZxhtuL294ur6GdZMeD9wfvGA7//gO0Di0UtPcM7jB0+KCUbJ9Ds7YvaOuK6sIZBK4ez8HDeMpBTYTiPkwny4wzjDZtgxTB7v5SEWc6GmxBxv0VoqK0KuPHzyKhcPH/LsR8+4evYjvIEHj17m+tkH1CJc1aunz7h4cMk0DXjrUUqCGN65fh1IH5R2jtYSaV0lfUNDb8/Y7M/46i99FdUMX/nq1/jan/wp33rzPd65Lnx48z7vvvldvvH1K+5OhVzhC597zN/52/8uv/orv8D52ZawzLQwU43meDqyhMZb7648Pt/x6qOBtT8MjWrC/iyNN996k8kqXnp4ycOHF3jj+PDDZ3zjD/+Qs/2O66vnaLelNc0777xPSpHHj18mp0Q6nQR/6OBzr7/Kg/2O0SiOz68oRUA6NVesUazzTNWOnK+5eN1i3P83gee/Bf5L4Dc/9mt/D/jd1tp/rpT6e/2//zPg14Ev9H9+GfiN/u//15fS0lhYi5RcGSXgBWcGmeM4h4mJkCNLNIyt4XQHUdRCqmLClSxy+QiagJOFxojxdDeMtBQx2hKjPFmcNrLjzFn6W5RibZaxCdRVNU3Kq5iXc4EqqnitCmcMx7gw+R0pg1xeEmzIOWG8bPnDuoDd9NKrhvEjJdyAgRRW1CgZ3txEXVTK0UpFa4/RFmMUOVVyWKR2VlkhgJdV7CBeqh1yiVInoS25FknzKEPTjULBNdNDaxIxTLX0nZAWQ3HOUsDbKnHtZmilaHqLm/bszh+htpdU5Th7/CrWOobpnKI9WcvC2GIgne64u7lBuQ/A3XA8HQl3H5Buf4SJRy7qFa3O6BZQbUXrRmlFusnRxBC5unqO0ncMfkBpQ6oVjMENAwICkzmzdZbTfKLd3eIuLtmfPeLBhdg/jFZMk5evnwLaDJxfnnH7/Jba4O7mFj9u0MYTUiUXRIm1nmkybLcTWoO1Hu9HQg4s6Yi2jovLB4BlWVZQinGc2GzO2G235FS5PL8kpcDxNHN+cdkhyI6KoWLYnZ1xcXHBtN0SwioLSk+h5Zzw48TDR484zidOdyf8NBHW3E8NiYO9otCwfuDiwUtsNhuuO4Hp4uycR6+8Jh5HZWjNcXc305qGyVDqyqgNw2bCjRvi/P9Q9ya/mqbpndb1TO/0TWeKOXKozBqctuyiQbQL241xu41kedGbZgEbhJB6A/8DO8Q/wKZ3sAEhIUFDW2ra7rZNudtul8suV2VNWVU5RcYc53zjOzwji/vNlEW7bMsgVHy5yNCJoxOhOBHP9z73/ftdl5QiMlJR1UaTp4jVCdv3VLYWj7lT3L57zt/95Z/n7/1aRQ6RYYqcTpnvfPc9/pff+hr/8lsvmPot3/jGn7FpNV94+zXG/oY7ty5YrJaAY3u44cNnI1cX97hayGjMWUsKE3EKfPjDH3D99DGvPbxHVRtO48ij6xd88P7HvNyeGKbMkyfXlJJ49nKPKhFF4uXNHm0s55fnGF24unXB/ftXjIcTL19sBZmXZL6XSyQnhapripJG1r0HD1itl3/zw7KU8ntKqTf/bx/++8B/MP/4vwN+Zz4s/z7w3xcpgP6BUupMKXWvlPLkrzguhYoGaFWhKYyjR9cSA5jSCQ3oMpLVBo+WSlTSWOsw1knExdq5a5JkvqigpEy0EIvkGilyFZC5JWgs0xgENKCkeZPmKmOLxGtAAqzaVHPfW4LgBi3XWVuTwnGeYWamacD7kbo0GCOZLp8SKE9Kk8xTP62KKS1PuNrMebuJGAPZOErMslwJ6bMcpZ5J2VobdFbiACoSqi5J2iAWi48Bpy05JXyY6FrJVk5JQUwUAqHMWc6iiLHgxkSdC9iGUi+pbItdXKDbDbpaEK0l2ZpUNNYtaNdnuHYt4ewQxa0TI9PpREqZ02FPPx7pD9fY6YYmT1x0llwZYh5IsScOe7SGdtHhQxSijHGoKZLyiHEyQ2q6bsbfibJhGie8n1gsV8QEMU/4EFh0HavVWhYC0WOdpVssyD1YV1M3S9pVxg89wxTRruC0mmnuShYU2mCMlVhJDlgnXppMFgg1Bedkw84UaJqKO3fuAgk/yu9jvV4zjQP73WN2ux39FLg4P8e5mrPzczabDXXTUFeNaHhzQdcNZxeXeB9EXIalrjq0OaKwrNYrtrs9Y3+cSxiatulIqzVaabquIUwjPiWU7TDOMPYj3eKc23dvkZOXp/xDT+cjd9s1zPNzpS3GKapSiCHh1Kc6aoFua62kBezFOVVXLaWuqFeO9ZlisVpx77UH/Pr7H/OD95/xx1/7Ov/1H73L/dfe4EsPl3zl3/ocD++/Btbx3Q8e82Sr+cWvXHH/9krGL7rmo0cf8/LZc65fPGPd1FxdXvDk6Qt++KP3Wa4u6YdCtbhkezqSVEWIA65orJaCiEKy1z5GUo4EP/LhB+/jtKX4OJOvAlrJQiylLDZVA9SOhw/vUFXub35Y/pjXnU8PwFLKE6XU7fnjD4CP/9znPZo/9m8clkqpfwj8Q4Dz1YLgJyrjKIi1sK4XxOixzmCVpkqJMYuPpRhLiSLUYp7PVdoRwzQDVGWeVLLGqsKYEi4WfMk4hE6UwiQCrCyUID1XBCtVGHJAmfndNGUUFmsNOYNPUYgv84FptdB2jGkovocsPequW84StoRxjraqyF7aKa2TimIIgZQzh0PP2XmFq8Ujk3Ii48lZOIUFJaImZ+artGLyn1JvAilZkpKQbdGIVyZnub6FRCpy7YhaM3jRPThr8SnhM6KDaNaYekFRimZzi26zQhuHbc/IdsEUNcM4UaKZyeWGmDX97oZxSuxPPWN/ZDztSL7H6sT26Yfo4RpSTzE19eYcozTTOFBMYZo8yUtETNlAmBcepmiapqVqGml/KHkz1XamJZXCceiZponLK4cyMB1GDkUiSlPwaGCYJvrhJLNjP6Ftj3ML6m6BT4lxPDDcbFkt17i6om0bqqYVIpDW+GGgP06gE9PxyGq1hKwYx5Eh+7nSJ7cIPwnAIWdP07WgElVt6dpanvr9wOkg/p2cE7vDlpgSzlZYa6ldjQ8T/eBpm46cDSFIsqKtGw6nkW5xxmqxoj/sJctpFdsbzXK1pKo64uyWSrkhFLlBrM5vce/uXapKM4xHDh+d5hFTQ84CdRaAr0bhsEaqgiVnog/EacA4MXOWmDjeXJONoV4v538zorC2JfD6gzu89fpDfvWXFY/+w7/Db/72H/G7f/AN/uXXf8Q3332PB/du8/m37vC1720ZOOOLr1/gjGaaej755AP+xT//bbYvXtK1DV9856fZHka+895HGNOh7IrlhaNdRy7CyItnj2WGraHrGqzTpOSJwXPse663e7SVFlVQReyqJVLKxOQTxtVgHTEljBGvfIn+L8uk/7++4PmLfqm/sG5ZSvlHwD8CeP3OlRi+s1xjy1yNqionSxWlcFqhfMT7RG5m8nKSOaCar7BKSeEK9SlNB6SAUkjaMfheqsjZS4Bby89NIcq1V1ms1qhpxE8w5gBZ1Kl55gRWzuGnOHMUFVjHFAKtCJ8B2XrL1zIzF1DexXSB4CdMsyCVQokZjaGrO1SCPCWsMqjKMmRNTAFrK6ZcUDlBFNy+BIAtIXlSGMh1wzTbAKSlIf0KnyKxaFKRRZZuHBMVPipaU6EqS1e1tKtzmuUlSS/JtqWYFlsbVqsNpupAtfQ+kQ479vsj0zhy7I9sd1uOpxNhGBiPN0ynLeRE1TasV2sqFcEqplgkiI4gsMTJnalsRWwWhBgYpkgpWZ4ug6hiW2MJYY7/aJFN9DNVZt+fiCGxzolm0cq1akacLdoOWzdcXt3isN9yGgS6exwG2vWsscWCaxiPR/Q0sHIGrWsBriDeIG0dq9UZXdfS9yd227241Kck4xQnMTUon3EkLy7O0dYxTiNN3XB+ecH1y2tO+yPHwx5jDDH0onLNGqUMq8USDUKFT4kQM3VVE6ZBolVZoC/Hw4Gma6nbmkLkeNyTcmYcTkQf6A8H4UwOI8poqqrm1t27VF1HDAOnYSREWKzO6FZrsVfudqQsT4bZGfw0Ery42I0x+P6EsQanCrFAf9yzOL8UFkIupGlkGiLdohM4iQaF4fNv3efXxy/ys68vuTlEvvZn3+J73/8+77/3Lu8P96gu3mLRdLzandi+esLv/Pa/4PmL58QpEIBjhHTTc3nvDdbLC3bHE8ELui1OE6pkzs/WTL5n9D06KsZpFBXudCLGSNeuaJuWy/Nb1Ebxo+HPGP1EsZB0JhcpwKjoIVj2u+1ferj9TQ/LZ59er5VS94Dn88cfAa/9uc97CDz+63zBUjKxiJRJLrOZHMFVFTl5rLVUCfoAsRIfs6w1mLfPlhBGYR7GKCBhpbBYcjDkZiOYNh3RxcAs7MpZ+ItFWrIMfiAmTQl6tjcodC5EnwSjZiyQxRlt2hmEG1FOvlaevPSoi3wzCkLDETSZRmdPTJ38enOEQQP98UjXdSgri5c0e0i8MmSlBTKcJRqUUpZ5bVIQg2QtdTOTxwukRMoQMoxx1lgkaGxNc3ZOs+hYLTvJrJqaYht6LClbSshyeK6WFFtxihE/9fRDz35/YDgeIQX6YcvUb5n6PXk4ouKANZmqaqnMJc7K/LWEaRbcJ3QWcjUUiipC2a5awkFGBU1dsV7VWGXpugZtLT5ETsPI6KWv3bQVIUibZ708w2pH8hPn6zPq2hGmke12Rylbzs7PWayXVE3D3jhSkd6wdjVFKXniXy1mvYhAf4foadql6IRzpjKGYZK+uDZSnbXaoVWmqgSEMfmJ0+nE5BPrzSUhRm5utkIpHwZOx56qasgpyT+4Uhj6kbZNxJDZbrekMOJqJzNG9HwVHzEkpslTVGF/2pFUYLlesNvLLLhuFgx9D2Ukz85rU9VYo1gsWkbfsz/ekFPGGsPVnQekMOGnROWUeH+mhLOGGAMxeYb+yKLtJH6VMtM4SvoiSQa4W3SoLM00kjRitJMRVpgEV5hiYTodeHBrw89+6Ta/8pWf4aNHz/mf/9lX+dOvDiRf+G//2cd87jt3uX1+j5P9eZaN5/r597l6eIXXK9Kk0U3N5eKMFssPvvsuyZ9QeUJniReejkdSlsRDSoIHXC7WdE3DZiWlga5ZMhx3aCUpFGsNwzhSjBMegs7EMPHJhx9+Rkb6i15/08PyHwP/KfDfzP//X//cx/9LpdT/iCx2dn/1vFJeVVXJ9S5mqfTNVycVsyxgSsKpTIkTQ1hhdUulhHOXQpD/Z/E8GyRHoxXUJWEpRFOTtJVlDYnkJ3HYhCjswhRBGTH2WUgq4ZOitSJW0kpBUaQgi6GCBi3Zyxg90dbyRGJn/WzM+OShKLSTLbUzDu8HJr8QrYVSc5hXiYxKFIbEAhDxccQ0og2YppFaC4uzqELSkRghjgPaR4agsFMhJwVWk5SBqqLqGtrujGp1RVKW8zsPpdvuKvG16IqgDCokpikTJs9xmFCmIkxHDsOJsR849Qf6w44cA+ebc/zuOal/hksTKXhxdRsDRQLqRgtZSGbRCuvcZ+MOVbK4d2IAw7wBjVjjqKzoPkIYqSvB9I3TSIxSF+y6mrZtOD+7ED5kCDRVzWqxoOtarDrn5vqGx4+fSHSnZM4vLqgXBT+7wW9udvTDQH88oFRhvVrSdC373Y7TOKDNgc3mnK6tOA0TKXqcdbTtUjrb0w2Vq1itN/gYiaWAsWQ0yjSE8USMMIWRafIsVxvW6w396UQMgUJN1TacnZ1R1zXTeMKHif1xR8ywXJ7Lk52CQqQo4V2WKKQdk2beZd1i5us0M1xZKaT3HAqGxPbVE65vdjx87U1W6w0xRJ58cg3JczU/BausmfoR5QLj1NO0NauzDbqqKFqTEpLtVVDVbuYCyJtHUaIX0cjvIaXC9tWO/tjT1S1XF2vqymGbjrfebvnCJzvsv/42984K6dX3+Nfvf4t+9TMsb72O1f+A1z7/is/fC5hVRYwDcRgZo8eXSNU14BLXz6857bcoMjFHnHPzgm3J2WbJatGJdjomYiwQi8BglEUj1+2pP+K6BcYKl7WkzOHVjh9zEQb+etGh/wFZ5lwppR4B/9V8SP5PSqn/HPgI+I/mT/9NJDb0AyQ69J/9dQ5KgBjTZ/Mpmf1I08QoTRJWGG1lOAUBQkQsKUp3PKcAKqEMqCxba1Uk5C6gXAFxoN389RNl7s4K41LmhCmJKtPOCDGlK9AJrfKs4kxz5VFmHSnKiGBKkaksBJDrJ0gTtZUttlWWEj1aMACoLE+CxVRyBZjrmgqNm7f5MSYSCp0jSS1QzuL7REyRSouuwEeJIYFAL1y9YNxb6m5Bvdqg6iX1YoGyLcpUjFEz+kQ2LfV6g6sagcAmiFNA5UAoJ6ZZ/rR/+Yyx9/TjjtBv8eM1yfc0zTl6UVObhPcDlc2z8VDetFSRJUDwQRxA2uBMxbLrRANMoa6EO5miwBO0VizalsbVxDCx3V5LgPo0gJLZcAheVAlI7361WNLUNYtuiYFZlyx5hOV6RXV9TcmFcZqYvKduW2xVGMYgkSktRsxFIyCKFOWJfRwmXC1NKT+OjMNAzoXNqhKgb0xUTcXN9gZbt3Sbc6K26P2BEPZMw8SyW0LKHKO4hdp2SdMsKBlUCz5UdJ1kY/v+xNDvSWFi6IUZ0DYL/OiF05oihcLm4pL1coGzVnQaEVarmrpZUTcrjJan0VwSh/0WRWIfT+xubhhHYVnmMPLq6XPGw4FFV3E87LHWULkalPiZfCkCnSiFSjmqupNQvFIUIq5ykCI5iCwsTAlXt1J5jJHTvueDH33E/nrLg7vnqLxE5UToe16+vOHd7z8l2RW//nNrfurhLbb7A//4d77Kd7+9YHv2s+zvv8HR3+LfLxOvr47o/jHXux3bl9eyk/BB+Aza8uTxJxwOO+7dvctbb11x+/Yd2tridMb7iewzfvQi/ZsmdJHc8DjJctDUFTGItxILNy+eS9zrb3pYllL+4x/zU7/6F3xuAf6Lv+pr/psvGXXmkshZnjSMlie6lAtoS8wQskclcT4ffUKHkUWrMU6BETSacDWUSKXmgLnKQR7XmoY0CdGkFOaOuMGHNNcMwQcx/yVlKHZBiFsyiVTkL6KaH+XLfBXPGnL0ZG0p1lHGjLOONLMEYxE4MSRhM5pqtjZKAykkj9GGGEaSqmZRmCFNI2kc0IszhlEMksEXgs7omSqOkdhDUhp3eYf21gPqSlxEMRWKNgyTx4eMn+ZNs7LErIk+sztsRaswevpp4DgMOAu+P3F6+gF17MmxR6eBikgqCpOc6DhiBJVI00SOk+RB5+zoFCJ4yU2qlHCNSNkklqNpakPwonLIOX62QPOjoNemyWOdYjqecM0KYyva1rFaLdgsFqyXSy7OrrCVMBuHoUcbJ5lTY2jqhsur20xhQmnNzW5HyoXl+kyIZjERp4jV0uTSWktaQknoXwRmAzgrFkHk+j7awHA8ctjPVcuqwXZLmRtOwq989fIFq9VaoLnIE2DImZAT7WJBKZF8CjR1w+l0IvgTOXqAmcKv6fuezwDNM/Vp8IF1t+DYTzjnWJ+fgXZY2+KqVp7S0Qz9SQyW04EUPeMw0nYbTvsDh92O/nCklMTLp9c0XcOdu3fwYy/yNAzdoiaHieGUsa7FzDVDyMQwoJFfS5lAKo6UDJVr8acRimbYD4R+wqBpq45pGIURWjU8fbblvY9f0NZ3udUZ0nDiePOMO25Ht36Eb254fv2Q7zy5z0cfvsnD27f54vnbLONjzOkFl05m+pd37vMkyHLy+vrItP0OjT+xzJ7lnVvyb66AnyR3XWaJoNLCIe6nQEgZ5b0sW+fo4PbpY/rD8ceeUj8RDR7Z9gIpUrdONryz8yZkj6agcDI3iQMpR5qmRWct4Ag7g3mN6DhjSMgBPBsOdYbsGaNmpTQphzluoCErgh/RSF5TK6mrJTK+WHGvTEJCUU59tjgS10gkxgGaNaOPNLpCKS00o5TmbadwJpV2xKwpBslpmkpMdxQRWTF7erzYCVWClKMcsEUgxNrVFG2plwvWC6kWqnrDlCts23F2doucM844dJboFE0knzwp9kx+YBxGovfEnDjtD0yjVLwG3zOMI1e3bmPJMLxA5YFaC0jEx4hKBVMFckoobT5TaejZaY7WhBilV54CSkPlDI1zWDMDY0E2lH6SREORsNfYS0SorhvqWuazxniKMnTLBU3bsV4s6KoarTTH44GmawSK25/IpaFrOrz3NHXLcrli+2RHmgaqumX0EVRF03ScjieC99SuQiOuc6MdKEtddxhTJHKVMyUX2m7BFCJJjSgNp/4wWyU9u901xhl5wyChdGG/35LSp6MaeQM57Hd0zacACkPKolM5HXdCpi/SFz/sT6Rpoq1qQkg0bcXVrdt0mwuaxYJ4s0UZzfr88rP8Z1vXHA+Rpm1ltaciJVusEe4CFF48fzpDKgohTuSUcFkxDpG2shxurvGNjAeGEKjaVrbEWpPDRIieUgIpjsRcqJo1dXNOTIUwCDU++MRpe+T1Bw+4ubmhFMWf/Mk3efjgNc5vXfAn3/0h7z8ZqFaOZ08+4mXcc33zjPWq5p133uLnf+krqLrij/70m/zuH3+VP/7T1/jm6m3aW5/ni5dv8suXz7nbPcafbrDumtv338Jog9495/zwHP2yIdcJ5WqKrQhTIISCnxJpGiklMcVA7yMnn0gu45IwIRyZeNpz2u1+7Dn1E3NY6nnAPE6TbJFnlpCZiTylaLQCQxbtZXOBNpUEm+dtpPDzJFakQZ4Ik9gMdTlCd4foP1UYZ2bOM0prJj+iZxOhUQK58BhsEVZjJkAq5Jiwas51zoCOaRpxS9BZtBapiOEuKcnlUTIpRrKan35SwuiaGCNlPhwzikM/fnYYV3p2lesGNm9gV/dZrVe0iw1Nt6Yo0RecDjvGaaJ2C+rluXhuSiF7TwwjfhjFIz0NpDBxuD4wnW5IaZL2gu9RecKkkQ5Hk9cYU+GMkQ1vieTsJZJlrDyZpTR3zhUUISwVY2bNa4YUUfMsGSXkcVOQOeU0McWJkjJGFTlEQyQXRdPUdIsGayQDq4wlZYWtO1FvJEHYyfW659gfBMnmPZxfELx0r22zpK4aVusLDv1RGj1FM42eOGsYtFCPUdZhXIU2FqP0Zx3pYRiorIM5FnY89VRousqAUpyOe2KCeuipm5ppOOGckeXTlNhsNhjTUNUt1lqBHk8Ti0WLyrNVchooSYAu9WJFVS948lS4mmWd8dPE2eUVy9UFpmpZbS5JxQGF5XIl6grrpNqrFRcX5xh7wTicEcMgY45iGIbAkydPaeqGcTxSuZr1ao1SFussPky8evWC+/fvMw4DXdcBMu6IfiIbTVNXeJ84HXu6bsV6uaFQMwyeY5no+5Hoo1CY5v8++ugR3//h++iqYYiFHzzasveWNYVHH7/P1cZy594dzi82fPGdL/D5z78NCq42G/7dd17ygx884v/806/yrz66x588f43Hr+5y9/brnFcnls6yqL7L5cWBVzfP+WQcOUM8XJWp8OPI9bMXvHy1Y5oEoZiTJ82c2KgcUcmcuUKEbvVsYfhxr5+Mw1IZTn6kNhFyIhLRc8i6zDAIpUVmrFOGEFGmIuoKFXpMlE5HAcIU5OBU4vAwaByRko74dAdXKqp8YipRdLVJ3n1tVZGj4Mh0CRgdKdqgTUMaNCmCYeY8loIizczHgsoT0fc44zBGttzeixsmFulsyFUvUYwsrrpWgBolK0L0KCNheExNVhW+OsN2Z+iq4eGDL9O0Fa7uiFnQ9yln8B6VDGF8zhiiILyGnmkKDP2J4bTD95gN06IAACAASURBVHum/shxv6VyDU5Hji8+gNyjtZrDx/JmkErBZrECFqUoSujzBosByWuWOQ6lpTmuFOhPsWneo50SklGKEDPaaaq6YbXuIEWG/jj30gvLZUflDH1/YtGtaOoaW1mcc7hKkzJMMdJ1C/zkKUWRguC7UsyEefsbYyaGMnvNHafBM/nMMHrG0WOt9PB1pSQFUQrGiibVzEtFRYQi89q6qkm5cOwHyXfqitFPMic24hAax4iPW07DHucEe6eNlqdOXckbnjMs2xatpXr59OlL+v5E21R0bU1OHoqndjWNcwzjwPHUz0vHwvl6Q20d+92eDkOKRbBydUWYPCUnzjYbpmkk5UQfEsP2gEqBpnGcnV/h6gUZTbNc8erlSxKZ88sVbVUzTYHoI30/YptWbi4lE2LGjxPL5Rpdomz/EeRd27ZUriaHAlowbLvdke3+wJPHjznuDxxPR7Y3W15db9EKrm73TGnLSS0YWPLGquLe7XNuXZxxdbHk4uKM+3dusbSamBM0jsW9W3z+8pyvvH2Hjx494avv/iG/+0HLu4/e5nj+RbqL3+C181/iy5s/RPuasHuXmzFgDwM2FsLgmYaJFCamfpBRR05oW1E3LX0uDD7STgHXGCql8NPA/6MFz/8Xr4ImJIvOJzpXCewhZIyxxCyoppISxlZ0nWUIgRAyWjmZCyaPnQ/UIpwfefLTcoHXygriPkeiWUJ/g5rbLZ/9HkoW/0xO5AJo8Vyr2pFCxJQoM0uU+JfIhByIGcGoxUA2DQpx+aTJC4AjCYTUp0hSiRiPlBAJlaGYBh8ntKlQ7YbV2QPa5W1s3eGLZZgmpqjALmhWF1RVg3Utox/JMdKXI87VWOMY+4HHH38oV+p+YhoOjIctedoR+iM5wfnFFc2yZTQRVMGoLObBNKstUpAxQCW0Iz6bdau54ikNGnKQ0qSpCeEgoqgk3ydSETJRTlQGKiedeT/1LJsa3VbYRYsiUDs5sNbdFUrPdGBAI9fg0/GE0g6vBlmu6EKKQbrt1lJZy+lwgAyn4wmWmvXlJaP3HA67eVlWCH6YaVSJq4srbnaCYvPBE1PmeDpRUiT6kcPNNSxW2NrNSyi5KThXMU0jfgwYW4N29MORunZUtqKqLLvDHh9rlgvLcb9n6gf22y0hwRhGQhixRuOniuMuEacTTQWzhU5yvFVFUzVYralMNceMekYfcFWFMZbeD2hkwbhuRSy8Xq+Ext/v2B13eC+unaWyRF2xubpF0obpySNiyTTd3MmeenxKbC7kqp9i5Ob6msvLC5arFT54pj5IiSIX6sbSn0aC31F3Iq2bhsAHH3zEt7/9bR4/eUyKhVTAmYqHrz1gHzJ+THzyaseiu8Wv/Ow5X/nCQy7XCzZnG5qmZrGoqXNh2t5gg6ehYEqm6iznb1zxxbsrfu3pNX/2o2/zT7//Ll+/eYfvbT7Hk6tf4f7bf4f747eoX/4T+puPOQ8FpyzKOExdUyVP9AZVFLFEEfWlQkmi2MCJUM05x1+SHPrJOCxRiuI22HQiJ9GmWuPQMj1Dz1iyFKXxYpEwttcNOibMpxVCLWpOmRcJFTrlQsFgVCSmiWIalKohDBjKjM9Ks/JTflyKohAgTcRoqVwtER2FHAw5o2fSdp4JJnnq0Xb2BBVF0XONDPBRZpjKVPhUKMNIszSoW1+mvVez2FzSrs6p3EK0oiUyHQ7sDk9IFEIGUzfyBD6M9MOR/nigP+0YttcMxz3OFJ4/f0S/f0H2PSUOqOhRKVJRSElj8hKlayTdlFHkeaygiBSUkeuhm2lEKSeUFvlUiAm0kRFcyaAsIWmUceQwfmYstBoqDbZkusrQNRajArpIVrV2js16g1aJoT+KtbOqKVmJuM3KCIasaOqWkCSSZK2hsqLLCCFiqgqtDTevXhFCQs19+JKlrue9aCxCijhnMJVCq0QYeuxMZmqaZibrI8uqHOVN6HRkqVdQinzPk6ftVtSVY7vdgtZkKoax0C46bN0yTgeqpqZrV5ScOPQ7Ki1cxqQN2/1e3D6VY2gqrCo0FHRWaKzE30LkYr1BKRlNTEPPy+ejPPEZcVFdXl7ICCF6/DiyWTZyEyiFzfk55+mCMPaQE/1hYBxfUi3OwBg255dUtcH3W54+/YSiLa5dsDy7ousWVN1GRkZFo63hcNiTohzSALWtIUbGccKbwhhqsB3X2x37/YGiFJ/7wpfY73uy1ty9fY/7D+5jnGM/Duz2nnceNvzGz7/Fm3c3mBxIfiIcXpKOmf00kscjJgueT1eyDC3R4wq8dVHzYHOHX/iS5w8/+JDfe+9b/PEPLnmv+nf48PJv8Z2Ln+MN9UPeOP0hrw3fxhLkKd8otBNRtAoFpQtd1zKMfsbNzE/J8wjsx71+Ig7LUgqlWsBJOtxaG0pShFiE6DNTd1KG4AOKHh2OqMUZEY02TuJDopeT63gqYhQshuATRUd836MWLRUWVWSqmVP8LHqUUxBqeMokfyTbA85dYBAjoQ+DxHZSpGRNyRB9IuuINgPtuiKalhCOpISwASkUNMY1KNexWV2RqnO0bXntrXewyzOc68AqchAiUikFU68YY+TVqxf0/YFXL18yjZ6xD5yOO8bTlnH/kjydSNPA+WZF2L2g7D+hUiNaybXUOEVMEHIi50liWFqjMjhlUJ+2UEqWJ/OU0OR5vmVm6IAE+GNOqBRJ3qNcIzT2lNC5YHMRLqIGkz2GgWWtaB3kOJKLZigF3a04HXcslzLLC8HLgkWZmRJUyLkI3l8VqtpRNy3WyeLNjxNlbkItlktWmzV9P3FxeWvejA8ysy3SekkU2trRLRqMUry8fsHkI03XUTcNp8NOomE5kVNEWUHApZRBa9qmZuxPTN5jbS1mzKoC58i2YrHasFh3uEkTg5CptIKkAsNwkqexxZJSMk+fPqHrOq4uLtksO3JJTIPHKIOrIrooKiMqk8pZdjevSElRqxXWtOx21+iZJFUpeYJ//MH7LDcbbLfEWkXX1jx48AA/DvRjJCQR0ZnK0XQtRmd2cWK1uSVszPNbaGWYvMA72qah7moeP/qA/njDZr2iKVlc6Frhk/TEY4r0pxM3xx1Pn71gd9jz5luf4/bde3zrO99jiIHN1RmXdy5Zn1/w7g9/RD9Efum1JW92ULYvGfwR/IDyUklVJaPjJDcTpcjBoZXYEuRBRdFYRb3u+NV3On7uzQ0/enrNP/3+b/G1xw95Yn6aJ7e/xDfWP8NPLZ/w9uH3WY//CtQezwQxE2NEa4NBZuhGy+xdzX9f/n/g4MkUVZFUhS6BGBPOOWw1+7dLwEcvp79WQCaFPYozijaUMdJYRUxhfipkvmJrkhf/cs4D1APKrfHFYGcRWCbhrBMys9IoMsFLFtLmQCmOYmQmV1KmkGc4sVCmUfPMyxdSMSi7ZIgvAYuu11Tdmmp9RbM4wxgnaHwsfVAkY+naJVW9QDlh+iU/EidPKgXjHJrIYfeS3c0zxuOBOAyEwyuKP5L9CZII5N3KsagU6IzKGae0HFzqU12pRiH4fm0q0nSQQxMZQWhtSUXaSjoLBV3o2koWOsyAXSX6jpgDxmhKyFAS1hS0yjhXWNaFVge61mCKRI6GU09MgdpYhuJJs+rCWjsrfS3aGIxxHPsTaZQoirWaPp+o2gZK4Xg64azDVZb9fkfTNSTKDNe3TFNg8oGQJvIs2Wq7pfS9c+ZwfIEPEV05ildoY+hPJ8lxaqGuD+NEKnsWywXdoiPEyP7mmlQ0ddvRtAtsVdF0Lc2ym6/zoLTDKEP0kZjAVA3WWmxd0XYt51cXtE03d8UTdWXwIVClimmaxMekLNvra9q6FoJRnpj8SB8nrK2IcYQUpeueC5MtkCJtCLxIgatbl1grvqblcoFxK2y7JOSM957d/kAqmrsP3qaqak7HI6V4rKtxTUPvJ7KxYB3d5hzbCHg4KU3WGmsk2J08ZJ8J2bO+2DCGiaqpCHHizdcfcnF5xZtvvMn5xTlFwR98/dsUznh91RFvnqEMuBJJ4UT2PSkGKlfR1DVjTCgyTiNP8VaTEZNCiJlpLpLcudqwuthwdfGEX/jkQ7723g/500cXvN/+bb6+uM23Lv4B5+vf4POH3+f2i/8N178rSyhtcFqTtWipVUmklFFFZto/7vUTcViW+Ukg2Y7sd0J8iZEwaxgKsqUOWWYLKify1BPDhMaiUiEUgVaIba7I9rkIMDeVjDOFKfSkoiSfSEJum3IYlFlIX7LBGE0EUjgQs8QwfIgEHyRKUUQVO47yTvWp4zoXg108oLm7ol2t6S7uUHUbAX8oDTEw3Lzk5uYaV3cMIbDIiXEcCH1Pfzpx2F0zDQPD6cBh/4J4uka3lsPLDwmHV+gwUuKEM5rGGrICpTucLhRnic6QAtSV9ONLKuK2MUbqdloTlIVsiDkjDT6p8ZUkatMSJyjMzSnRnpLFuYNKgJgNSfI0UDlDU1ecrdYsu44UE8uuxZQkV8qoyWP8TOIWUsTOyYGSMkd/olusaRYdzjpMXXHY7lDKsOgsla6ZBvGd51x4dX1NtxDQhnWOXBI3u2uquiVGRJfrZWSjNfhpYtE0jMNIUQpl5Ht+2m6l6x/lDTCZgkLRT55+9JxdXDBNkXESreroE+uisa5n8oG6bjgcToSppzaGzWZNiJnDaY8qoJwh+EDrHBeXl6w2G5588gmT93SVYxi9EH1GzaEf0K7h1p37HPueECZQC9F6VI5SND4O7LKMTXSK1EaRgiVZTfKO4h39/kAmUQycrzYoqxmGIz4kxjCSc6bpVjSLNU8fP+Z4PGCNpl2uOH/wgOHVRC5weecedW3pmooUI8PphA+eXKBuOyoMSRnqStxLl7c3VFXN5cUVt29dsV4tcdowjQde7Y584xvfp7UNn9tIxbLkgioSlp+mHmsMzokdtWpqtCqy1FUStTN6xvJpNccq5NywpXC2WfJ6mVja57zz6tt878nX+frHb/Do2S/x7OptXl78Pc6/8IvcevnHPHj8m9wevknrAprAorJiks2ByXt+4hc84n9TTKVBpwO6BNx8pctFmiK2FolZSJqMbEpLHNC2w6dX6CJ1rJyi+AtnPFvI4gLOJVFizzgFGttJLIkyt3IKOcr1H4R1F1PCRqnyGVOTkKusLkWu31lRMNhmha2WtGe3ycrQbO5y9fpPoaoK5SxJWyiWrOWPutUNAcPNzQuO+y1GGYYxcTwN9KcD4+mI768J+0/whxts5egub5GHPaW/wSihdNfGUYoXaHDsmcYeYwxkqExFjAISVkZJtAchnGmKbG+VpuQACNUo5k9D+gllCkWBVgWnpNuu0JJZtQqbR7QpBB3QlaKtHOvFkq6uKWFCTNqZaTxRcqJpWzbnaw59T7uUWuG+31I7h6qEdq6rSBoDOhZ63xOKEHmyNnifiVnYldbWZN2TlKbpVhQUiyU8f/GS0feEKN3vulkKU1TD1E/syo6uaenWm/mNNJOLjHpS0WQs4yQ3hpA/jZcVtrst4zgAEmB31tH3vZQHKBz2JxqrsJUl+szxNBAS1E7QgWFORqxWK/xwTVdbVK2lUutFvMYwEgvEfmR9eZs7Dx7w7MkTtseBujIk36O0IudMqirICac1qlGEaOlsCyURpoFeK6pOcqa2suyPO8YxEoII0oyrsVb+zPf7HRfn5ygF7WrJNI0UMsZZ6rbBDydSVGjt0K7GT0HC67ahrRx5iHSVeMMfvv4mZ2eXpBClDXb9jH7yKOXYPXvJiycHbp/f4966JuUgi9jk0SVh64ZF08ob2DhKXlqDdpVAtpWaFcZG+t1J8HGhaEoIRKPwtcN3LSlucCXxZvMt3nv5Tf7sky/z6Pnf5uXFG7y8+kWe/K1f4LXjd3n47De5ePUnuLIjh5kYNZ8bP+71k3FYlogqHuqWNIndTSlIJcg3uQRSlHyvLpk0w1+TP1GtbqFsRQwnlJ2BHEmeGksR9mBRhVwSBGny6GZFPFiZLaW5JZEzwUdClAhOVJYYAk0KNIuOYmpSmcjKUi/PaLszXHeGqxYY7SjK0YfCWBKLqkZVHapyNJVUx0Iq+MmT8rx4ip7j9RMOrz5hPPX444Hk95T+gI49LvboCK66oNGG0iwYByvXZFVQKsusRWtiKsScwbZY14HfU7IhU+SqnPUc/P/UGe7IxWBwUMwsTcsUPTuhU5ZurbVsasNy2WGMZfSJ3gdU8eiUWLmCKo6r8zNqZ3HWkLNmt99xfCah8cpahtFzcXlB3azIOXJ+fs6rFy+ZJg8oqmZBs1hxvd8RYyBkT1vXGKPZH7aQNFpXxDAzCa1i6ZrZjhjp+56YIiVEdCVX3rP1hpgifhyEAq8FLRei1EmNsbi6QyuF90HmtSrSDwO5QNNU7LbXTH6irhvu3LnP7Tv3KcowzX9P+tOBMPVURtNUFadjT38aqZqas7OVvHFXhpgjde24OF8T/VHepFOUnnhREv4G/DDx8Ycfcf/ha9y7f5/r61dsj4d5NDRJNAuh8F9eXNK154QYSSnR9ydcBuVq1s2Cum457g8AnK2W+CB0LZ8TcRoZMrS1AEvW6w0+R66fPqFbLKjqmuAnQPP8xQusNbSLljt372KrSiJHIbNoLeSai2XD2mbizWP84YT+VIylDcl0PH36ig9uIr/6hYqry5oaBSqTiyinVZaY3qcJhZQTdSMjDD3/G1bagrJSvSwajcbMbNEmOTpXk9ZLOetmlunD8ZpV+i1e9b/Pjz7+MtfPvsSz2/8e37p4h/de/2lee/0Z79z8c24/+t9Rp0cs2pq/7LT8CTksCyZ4vBPlaPYTGCNZOK0gZVkCpQJZkbKhKE9/7FFNprINadyhSoQUxMmdZirKrKUNMRPUiAkjabUmmoZwfCG1ylxIMQOKkApTSIRSUJWBMFGpNfriLVa3Nd1yLc6ZeoVSjmGcmIaR3XbLFAJ2eUYxFtu2RArjNHDc7xlPJ/a7V+QwMI1b/OEVQa3YPv2EeP0UV0ZqpVA5gy6YyhGNIacBYwQ2OyYxWYo2A/jsxxmfheKTihXRvXwiMSdykUM1ZSW+oqzlY0ULf1NrWYrFLHm0ElnWjspdcGfToHKmGMMUEuxPTMGTp5FFYzE4WfAoiQn14wgaidGEyGKxoKlrJp9oF0v2xz0hyNPcnFPgdOyZZuqT1hoVpYU0TX6eDVt5ktNA0Rz3B4KPpNu35954Fne8NeiqwdUdKRfxfw8T/XDEGcV253n58hXW1SyXK+qmYegPn2k9tHGzXlwiPCkJjefhw/vcvXMfa2tSUThXs15viDHy4tljpuGIynB2do41Dlc5zs5WHPY37I97UpwoKVDXFXVd44de3pwQZ7s1FYvVgsu7NVPI7G62VHXN+dUleisai3EcGA5HnJGr6vF4ZNwsaGo3Vy9rLBlX1xRt2G73DOPAYnVGrg2pZJp2RR56+sMJbwe5gleWqq7oliuWC09OE+P+xDiNXN2+RdtYXl1fy7WET6/Ds7JEKZraoWOmv35GGQf84SRP1U2LsQ05Zb73wVOiWvL2/RqXPUUXXFWhVU2ZffEgeWvtHE1TYyuHsk6YrUnGOVVVU3VrHJqQEt4HGiWU/VVezgSyQgyBcWyJqyXj2HMRdyzT/8EQfp/dJ/+E9z7+uzy++grfu7jNB6v/hHvv/Br/9uH3uLr5Kqhv/thz6ifisASIvkcvztGmmoPCiaKyUJudIWcBH8Q5CJVTomk1Vmt0VeOz8CKttuLMSZKbpOTPphASHdlj4hWYJcf+OcPpBkrGOkNjhUJUTIXSFYvz29AsmDDcev2nMJV884syZFURQiJaQ71asDI14dVzjscdx+M1h37PGCLD/ojve07HHXncwbRjOFzL/K6x1HnCMWKMXF2ViuL7TpNQ0rNi9BIaRsnIgqIgFVzlBBBsxRGdlcY0HcHvKEXmk2reIhYENFFKASuRrE/J7jmBMhptpMJpcmDZVXR6TW0LOide3VxzHL2MH1ISuG7f47TGaYv3mm5hcVVNFQqXd2RGqKsG2zQI+F8xeMGXHY8HcopcXlZMIXK6ueHq9m0qZ1gsGpQy7PdH1mcXGCMLEJ88TdOw1oLY2u8OuLpmGIWHebZZU9cNeq5QTn5ku70RZXAuGNtwcXmHlCQ4n6KoV1OUNtYwDJRSqJsaZwyVhrOzNQtXkaaR3fU1bbdivbnNcXfAVQajDKfTgFGGzbr5v6h7j2ZLs/PMbm33+eOuy6zMcjAFkBCbbJqINoqO6FC03EDmH0oDaaiZWqIiOmTIVnewCREAQRBNAASqKqvSXHvMZ7fVYJ8qDSTMSzmuqJvmnn33ft/nWYuiKCnLghAc0zJymnrG4YQgUJcl8zwzDAOFrogpO82fPXvGZrdFmRIbIv1p5Isvv+D29pT7zMGTgLqpaav6/N2c0FKjpWaaZ2qpaJTBeU8/DCAETbejbnckqYnCE5JimizTOFFXmpQC8zJx//BAvSxE7zjunwjBseo6+v2e9cWGm+trmqphmkcebm8JwdOtNl9/7wnyljy4GSEdztkcw9IziYJfv7mlqi754KojhTwX9EtAG4OQkqIsSdbhgbKp0WUBIu8NpJAInUVqqK8GdhKjM2/TGJNnmTF/f0skfgks7cQyzqxXHdHOLEsEe89OPPCH4jd8//Cn/ObwT/iy/X2+6L7Hw+a/5uL5f4wv/tffekZ9Iw7LmCLRTkQv0GaD6x9yYNqfGxYh5BhISpkW5D0JSRiPxNVMVGUmEXlPwAPi6+hI+oriE8HGmSCOFMGBrAipQJmKFCK6LDHdBXXZUTQrmq5DSM1pDkwhMbtEV5X58JEKpKEqCyoSfl7wIeQM3XTk9Re/xjqHtwthOhGGA3E6YsKEDkvO1xUrRMzdX9fnP1/yWfGrlCRynsGeST1JSdAKkVRuIghJCnkB43N1CSElSWqEUngbz7XRfFNKKeSgfQjn2UyuMn7dVQ5n1cXZ0R6kZ4oLpsgVxePxxHGYMU2HNmWuHaaUa24BLi4umHymsvejxQf/dV0VoQghk9EP+xNPhxP9MCJFoll5dGFw1mVSvIDj4UTXbSibNS7kuXVZlRz7Ibuw65phXtCFQRWG/uGR4zBS1W1G3XnHHPM8MKuKC3TZcPP8fXwI7A893ge8zRVQbxcgZyBJMdPNg8eYgsroXLGdB8ZhABR1bXnz5g3j0sM5c1tVBaf+yMPjA9eXGw63e4axZ79/wltLWBxt053nxyXW59D2arum6RoeHh8QZ/GdMQUffvgBp3E8MyuL3GNPjv39A2M/MPQnxnmm7apsR/SRKiRKoajrjqIqiVLn7K8saEqNlJI3b94gEFRlxcVux+76GmEKQoTheMSYiZvLK27fvub+3Vs+iO+TENwtb9nv91xc7GhX3RncobKQjxyzSkKgi5LoA0orZjtxfxr47Muej24+5NtrMCqeD7dIIbKe16fEJLMJIXrw0gMJJTLRH6EgCJKbiT7hgkCYIidmpKYuK5TQX8N3dt2KZRqxXYYBl1XFMk/EwucWlDtwYwLX6RXD/v/gi/3v8+ndP+V18QwXq996Tn0jDktIuPlInEZ0tSUqA3Eh+khSWS8rpSSGQJIK0hmTERbsOCDbDofOtT3vSPg8aBaa4Hzuh8cI0mDniWqZqZoNev2MrnpB121pd1cksyKpEm891vUMx0dOw4AqCoKz2MXl5YHOc0hvszJ1PA0s08Dp6R6BgzRzePVzVJwQbkb4vHXTMvfVy6JEaE8MnrJqSVIRvEXIbGVUSqClwpEhwiFMaKFRVU1aPPIrGVlMOX/oEyHm7quQOg/plcJ5n0cZSiBSdp8H55BViVCS5LKPPJxjGYvPNzcXLdNsKQgMKXe7m9UKihIbJS76fJt0gWmxTItDVYZms87E7aQZphkfAkXVsiyWsioJ5/B7WVX4mFjmmZAEWimUPs+rQuDpcOJ+37Pa7Ch0gfOO3WZNVdXUdVbMtqsOHxLzuDCfA/PWecZxoihMTk94l0sNQmKqmsVnKVo4z9RCDMzzCMljityTTtFTaEmtNTE65nkg+AWhNLOLmLoDBTfPb3h3m5+CZZlZpoehRxWGp+OB29vbc5NMolTB6TQSAzRNh9KG0mjWdc2mWyGFoGtaTJVxaG/f3SKUYre74Ob58/PnY+CXP/8b3rx6RdNkYHGIAaENq+2O3eU168sbVNFQNnnuGMgjJhc8Td3inGVaFpoiH0BSFYBC65JSaYqyouk6lv6IKQrqGDg+PnE8HdFllfUp2nA8nrI6pV0hzTlVcd5gJ2cpVa7JdqHjR1+85fWy4l/ctKzKrLAIfs7z7cUjQsGcErf7PT/68U8Yx54XL9/j+mLHum1YdSuk0BTGoJTEBUcUGmvnbLk0WYVhSkMVSkRqUYC3C26amccRW0/MU64yjmmEAG5ZaIuCUr/juvjf+bb/IT95/B5/t5x+6yn1jTksExbBTNRbPBq/nNBEdDwflDHmJ7KM58pdQsREdAszW6KsiXMPPjdPUhRZR5sC0ieUKRCiQpmS4CPVxZqL3/sTpDFoXZGkYVryTz1dK4SpKLzEeDKwdzxhbUCbCqlPWGuZhgPLeMCd9tj+xDyPtG2HqS5YmUhaHEl6iiLPXoiRvENPeG+xLlB2LUplNJuIId8qU0ILkX+yIol+RokOXZbgB6IXqJS+zk8q8i1PhpBv31ESfT50c3I0Mz211IToEZRErSFonEiEGPFJMFjLaC2mLPFa4CVEodAqoo1mGUacz0ZBIeX5yVrlW8mwMEwLq80FZZ2wPtF2FYudWZzFVIaYIlfX19w9PDHZSNloQpRYm6Gx9/ePhBQo6pZhthyHkbZVFGXFaVzwy4KLiRgjTdvi5oXD8YQPng8//ACFYu4HKAvmeaEf+69D76bsCOmU8XtuyeOZGDFFnrm2TQkpoopMEFpinn/P85ChKDHP1PrJk5TmxYsPePH++5yOPYfDgePxwOF0JHrHs+sdZVnSOoFqzgAAIABJREFUtiuqqiJYxzic0FrRdi1lWVEoRWMUUibqpqasGqbFMS8OocyZBHXPPM+4ZWazaXj5wfts11u0KhjHnqrMQOKq6ZC6YJwsfopUPqH0RFE2lFWDc4FlmlFacnV1maN3UjLME8vDA+3Ksbu4QCqJD4G+HzC6IEjP8elA0zWsdpfE81w3zDMxZYJ6pwuqtsG7Em8MeIdMIGSCCK/ue5yXfHDVoEUC7xDREmwCo5nczG8envgf/qc/5Yc//gmzC6w3W7718ce8fP6cpsitKGMUdVlkC2SILIvHO0/dtXznO9/hu9/6NmVRIFPOFafzngNB1tWEwNPTPd47gshoQOsEbdtig2cZXnF5/Dllevytp9Q34rBMMZHcRJwOpPUFVC3JHTMzkZyJg/zhzDfHnIdMwhDmkUILRHfFeHxHCjFHpVKiLGsQGtNeUu1uqLoNQSj6ObJ4R12WoApsEtmlbATZp1zgrUTNM8aUHJ7uUNES4iMiCZzPNxI3PhHnA9pPiOCpdUtJRaUEoShxYcwQhXNmMYaUc4HE3FbxjqhqZLVCTQtCmjzZE4mIIyaJlDk/mqcKeT6U0XJwHkKSIhhFrjaWJU5mVF2GCUcQX8WHZO63S1hiwoezYzwJfEyMUbDME8u7O9rasKoKCi0wMuPECImmbCjLCh8Ds3MooVmso5+OiKImCkP0gafHBza7LbuLLcrkEcnj4R6tTd6+p0S33qBVwTD0LHamqkqiSAzziXnJWLsYJWZesus5BFAmh5eLlnGYM6pP67xRjpHVekW7XnE8nWCe8CHfuofTEXwgTzMkU1iQRmSEmcuRqRAW7DwzTUMexxSGYZjzQTZOrDYbvLe8e/uGfhhYb7aQBOPYM08DlTHsxyOlvuYP/8EfEJOgP/U476nrms1mzWa9JiZPv38kLBPKVLhlOR/IkcWOLHZknGYOxyPWLhit2Kwqrq5vuLx8Rt9PrHaXpORxKfHm9oFqsCRhKJqOxnq2uzWICW00ddVQVQXzMrO9uGC3XlF3LcfDkb7vGfqBojB0dY0WmfwffcDUDWKeQGuk1mw2W0LKDTalITrPPA2YQoOGtulw08w4jkQbGSbHq4cTm92Wj57XiJRZmhKPiJFpHHlzGPjv/8c/5f/80V/TjxZpDIPfM/hPOQaJMTU+PCJErrdqmQnweI9IEWMUf/fp5/yjP3zij/6D36GpKrRUGTptTIbfhJgp886eR3qCceixwWKMAS2RCcqiOC+y/r9/fSMOS84dbewJv4wIXeOsx8iI85xdORGtDDHmsLkNOTLhwxNi9uiyw1EilaRqWor1JUX7nPX2BUXdnRH9sIwDy3DLMlpWm5QrjmgkOWe5zBPLNOKXmXkY6Pe3DPtHKrHFLRPHh7fIuBCDx6iIEQFFxBQapRIizNkSWa2w/UNWiJ5rlULI8wZUk1DIEBEBpGlI1hB8/m98dJnqI/X5MIOUBNJUebYoEv4M9RApoIQiBouM+QOjUiYkZTqTJJDwQmBTJI49YV54PPQZ3HvG34WYiCKhVEnvAmNwjDZHeLydcdPE85srNm1Hu1lnOo1zRC+I0iGd5/GwRxqNUZJ+HElakiSYrw9IiY+CqqmZbMSlHHtSZY2dRq7XmxzJmScKo0Bo7OKpyhopJYt12BAxlcriKfLSbxhGlulLtrs1l7sLjn1PPwzUbW7aTOMISnA6PdEVmqapwY2Qx8AUqjirBubsU7eOzbpkdgvjslA1K4q65nA40K0SQgju7u9RKvNOnbUUhaY0hpc3z+iaDkEepdRVDfNCUWiubq5p64ZxPLFoiZ3DOc7kGQ4nbEyQJMEnZms5no4IoGt3NE3HPHvqusWniRQFu901s52QEbrNBe1qgwuJsqnyrbY0WOspSlBaUquaEAr2/UDUJc3qAucFIZy4f3vH3FaZWRk9zbpFyQKEQmlYbMA97SmrhouLK4rKsIxjfrnEiJCC2WaZnikrejvy0FueDiOfPH/JRzclWk646QjnVth+XvjTP/tz/vyHf8Vh8YQoCNahbcAlQf3wwNXNeyA1i4toIRHJo0Q2DIQYUSkx3N0z/dt/i1aJP/jd36WUBmM0XduS4hVG6/xDURYgDE9PDzgbCG5hnEeKuqTdrDBRIL58+1tPqW/GYZkgLgtKTbCMqHKDjzIDZ4XKYF4XsCr/w/h8w2cJiZQcepqorl+w/s6f0HYt3WoL9Sq7ddCkJFmWJUN5TUI1HfM4cBqOuSpWrZDeMdnA0Pcs4wk3POGGB45Pd1hrieuOVV3hpEULh1S55geRssxtluQtQcxYb5G6RJsSFSeQEmNa7LxkMK/UBC/AWZJbSKrExZgzdCmRznAFUn5Ge2eJS8KYFpQiuIiW57xlDPnAVQYWizSKMoKKChciVJo5BuYYeRp7entiTjKj8FyAFEg+jx+EjMSQNRpKC/oxYcycF1nliilqjjagZ0ulDduLa4KPlIsnIPDecrHbZcjqMmEKTUiRZexRylDWK5TJNsx+eUSFBEJSFgZZlgQliCmHz33Iix8SGfJQFEzTzDw7jHbEcG54kP1Ny7IgjWF/POK8P4f1zy0upWnajpACdaGQfs712BSw84QUItszo8TNnhSyMyjZhSQEp9PI1eU1KcLpcMwCr5RwZ+tiYUwe8ShFW9WZTxoSSgu0EhRG5khMXfP29pbK5FtPKg0ugdIV++OBabEIkf1FxhSUZVYBb7YX1N2WKARJFflFlTL96NnFFdfvvaRq16iqpKozEFkkx3Q6MoYRFxydEjRVAzKxvMtbf1NWtOsNVV3z7vXnjMOAVomqaWhXG6z16KKiKBVaap72T4CkKDV1XeaufEpMS86iKp2J5Ekkki6Y3InL9Yqr64qNfELI/LLyy8KyWP7ib3/Ov/yLv+RptngEyIRIkpA8kx24f3qg3V2iiwKMYjkL09xX+pKYUCnhQuD2cOSv/uZn7FZrvvXiJUZpTKVQQlAagzElm90V3WrLqy9fYR7ecdzfYf2CXRYqVSC1IFL+1mPqm3FYClDK4OaZcDxRXzxHqYZ5eMAoTZQVUZQZ/+UjQkmEMTTdBooNsqwJwnD98rtUdZU/LKYkCpNrfT4SRaIwmhAkumxIY8889izDgUXvc2zieGA6HQjzAeMHVJhoUmBVtEi/0Kwu8U0NSwCRfeXRRVQSRAFJZU+JczN1WaALjbDia6maOn+4pZSgJC4spGBRZYlSOt9yUyaf+JCfGCFEkkg4ZykLgz2TjgQgQ34Gq5QIQ485eAwaZy0hBaquYkhwfzpxPw6ZDi0V3v0/zIBaQqWhLmX+Ro4pA3W9x3rHssyM04iRmmGeGO2akCS7VhPckn+vPrI4i1LybL+UCGno+/GcTZQ4G8AuCJXrg0oZXMgjh/k0IUlM48Jut6UPJ4iesR/P/199poDnG/a0WHTwxBhp25Zuu+H23V2O2IR0nm87DqcjRVlysbskxYQbThSyZrYDzp+zo8PAEvP8tyhyY0SIrMBQQtFUDcu0MI0nSqMgFjjnKAqDLs+0+5jxdkqW1HWTxzS2z5teO2Odo+26ry2S07KgVEF18Zym6dCqpFxfM45zzg8uFllUCGlY7ExZdyhdgdLocsXuQrOMAykl2naFVEX+83if/w6iYzg9MfUn6qZFkJinCaU0hdE0RYFKMc9m54lhGLi8vMTPPdN8RChFUTVM8zH/wNeKqqrZCEGMFjuN3C8TShuqpqOsmgxDUYoYPdpoTJWTCu8927BZN5yGgboSeJdIQvHq/pb/5c/+DW8e9rgoctojhnMkPI+IjscDh8Mj64s6Q6jPBQpxnkGm5ME7CikxdcHdaeTHf/O3rKuKZxdXxBBQUlBow/Vux3q14WJ9ydXuik8/+xWv31U87e8YpoHH45GgrvDpG/4MTymTZrxbUNMJ+ABVbfCHN0xOooxCGIOuVqhqi969YLO7ojKGYeh5mjw2whzy0N6FRJhCdiebkhAcUhrGcWYcesbjHjf3RNXw9O41oT+Q3EzyM7UGg8OQEPLM0sSR/ExE0jUNPgx5qxpj7oSHTEbPpB9w00zXbRGqJpHp5xnSkRdT3i4ImZDSQZxBqXNwXCBCnqNFzvPECFJl2DAUaKVRVlDEiF4W6jGyOgbMJAhFRb3ZEldb+kpgL1o+++Iz3jwOTEQSEhEVK63olOKi0HSlpqg1Ukui1oze4zHMwbO4Bec81jlOfc/pNOFspB9mnl9fk5xDkCi0YvKe5BKv3rzJN0WtWMaBh8cMoDBljSlKossVzfVmQ3/+oKYYqJqCJLIiIgFlXRGmhdrUuBDoHx6JMdJ1G4SUqELj5+WsDk7UbUskR3iGccTHQNO2XFxcUBWGh7evuTCghSe4meHQZ/RZhHimEwmV83whhCyuSpncVJaGeR4pywLOrShSfgp2qxVd20KItN2KbrVhCZHD6cj9wz2cKT2H455u1dE0HWVZnyunBlNVlEXJOA7M7hElHMlFLq6f8ezFS07HJ5RUmHaN1pn1WhQVfhxw84Sdp5wIMY7+lP9um7pknnqCdahaUBVFrhQ7x2IXcJ7ZHnPV1ye6rqMtNQebRw71aoP3YJ2jLCq2VzdIKWm6FW7uORwec4JBabwPNE1DWWbpmbUj03ikNAXf/eg57x49r+8WfvRuy7cuDc/0kdEf+Z9/+DP+9tMvmRMgDTHmz4gUX2WkE845ng4HTHuB0BmKQgyIr2aQdkGrHCdUSnL7dML3I1ddR/cHFVqeVdNRZXpRWVBdVdRNy2a94fL6PT5/8ylfvn3DfHfgrb0m8Yvfek59Iw7LGGGeMvzAiInKRXT3nOHwSGEM1fYZ9dVHlJsbdJ0jLCJ6nLNo1ZHsHeMwZoJzyhQeZfLAvD8eWaaZsT8wjyf64z1ufCD5hfrFR7RlhT28Q8qFshWQAkoqos16VyGzbMyFGecdddXgJ0WyuWcthCJpzvOzTOwhZU2C1BWzj+jzB1CpvKCJKaJkJPoZvwyocg1Skzx8JaoSqLOSAdwyQmHRukEGgRgcxamnHRaKIVBGgywqtt/5iMs//mPm9YqnLz/nhz/5K768f2Qhi7hKrbiOkk8WwdZkCIfTEKMgecdsMzh4SpIgBTZm8dO6LNlWFfO8MIwzT48HjqeR3W7L5W6HI9Gsd/kJbyp0YShMJiw5F6nPJsm6adgfDiAy7aepO1IUDMOBACSpGWeXYc0omlWHLooch+pHgnW0XcP2YocPuTpqXaYfSQneOY7zzDTPCJnbJilYxv2edZHYliV4d04KGObZUlR1rhHK3FDRyiBlNkCCxLmFuq4h5SYRQiJSXiKuNmuub25wy8K6abm8vmG1u6HoNjwd9/z0r3/M/vbLrEq2C1+++oL3Xn6A1jW7y0tG6+iHhbpeoXUmwiuR+P73v8fV5SWkwOPDLe9u3xFiNhraeSYtE8l5jJGMpz3OLghlQIm8/BIt0mcx39L3FDojyVzKt9ZlyfPeebEUdYXzE3bKTZiqyk9wNy/0WrPZbmjWaxY7EeYFHxcg10VT9NhlIYWAdw3KaIK3pJTOXADFd150FPLEME781eeJMdW402f82U/+PUeX5+6R3P8W5NrtV+kX7z394ch2O1G2WSz2FVha+EghFZGAUBp1lhoeJsuP//0veP/5Mz58fo0IIZsohQYV0Lpg3TaY4kM2lzc8//g7fPbmHZ+/fsvrn80kYX7rOfWNOCwTgt5FpKzx5zZAu32JufouZbOm7lpUWZIQX0u+kiqQqgLjubjRPNzfMk0nUpigqAhMzLNlHnqm/TvC8R3K3sM8YpQimJawzGzWa+yYg+nRTaSUuYJKnyVq+ashwsLiFqq6zF9be4LLUaCYEolMao8hggu4xSJUhRIGYsKIRACkEoggzwsfQXAzkg26LAlhJnmfm+8he1W+0sdGa/F6ZnV/ZPV6j7AzZcyq3Vg36FVH+/IFJ6341avf8Oc//Eu+vHuXD/IQMUrzgyXyg0kiG81iKnwp8FIQXESmiO97+v7E3oMngoDddkPdNjRVhVytcDFwvz/wcBh4OPYsSdGWhq4q6coKaQw2gAsOoRueXV8RQqLtWqZxyH4XqTAm1wn9V4g3LYlRMM4zSnhWqzVNXXMaJ6ZloK5qNpsddWlAZIyWNplOJVSRmyvHIyE4iqLEaANhoTYtpRJsipo0TvmGLTWyVBjlkUqzbVuOp2MGH2uFUTk0XVW5I/0VfLjrOnwIdHVNVVZIo9luN+jz7bqqNFVT0G03yNLw3e9+wqci8nj3FmJinEa+/OIV9w97Fuu5evYez26u2Kw33C0zl9sdpVGs6xo3nhjnnuDy15/GiRBn/OKRwWGURpBw43z2qgeqqqTY7PBTfu3M48z+cGDoB1ICXRfU3ZpVt0NqzbE/EYLDuoWqrCnLgqpusjZFJkqjCMuInzKZaJqnrJiNnsJkOVyhBcvUY5eJqs052LouEbHC+8hHz0tuNgVBCr54N/Lf/KtP+fFP/orldCQC5gx6kUKidZFjbMFnERmSMM8MhyOlaQBPdB6lcs+/KgzWuzOwODedfAh8fvfAX/z0p1xt/gmbOnM4iXnPoYuCwjQ0pmajCq4Q3Hw0Uv3iU/70Z//6/wcgDalYXT+nrC8IukOakiAkXbdBly1lVZG0yLW9kIOpXz2Xgg945zOTzk5Mi6M/3hKXkeQW3NAj40wRPYLshMmXBk+yI0W1RZcldhnyDSblfCbpfOOK59gPluhmfLci6IJoh3w4es+5TIhSkkDuX6eQ0KogKIOUEZFLCXiXIR9ZeREQZDhERGF9QJ0hIlEkVIzoBEVIFLevaMeEfjxhRk+BQCOQ2xbz8kPMxZbHceBnP/p3/OjVp9z3R6KC5CONVPzTKfKxlYgKzKrDvP+S6sX7eKW4vX+Le/0pW3tC6gpt4BAzBHi7XrHbrAnWojL8klorbnZbvnx45Gn/iG1bXIoZeKAVTVFSNzUChSkb3DCy2LwEkqakLEpAYm1PXVUolbA+MzzbVcfpeMLFwNPxSD/OzDYvo9brNVJrnPNfy+2ccxnVdf4ApWAplGBVF8iQMGGmEB4ZFUXbYseFaBJ2GambBucdRVWgJ800Dsi6ybQg61g3FaGpkVKwWq3QWuOd59nzZ2gp2R/2pLDgojt3vFtE8oRlRIbIxeYC/+JDREocD3u2mzWXVzdstzuapqU0glLB/u4NhkRbtth54vbL14zzkWkekUoyzhYhCk79iIj5BobRIHMtWALRLUijcMPA6RxFcnOGwPh5ZlpmqtASEhRlwzwMJBLME84vtE0NROwyM/U9y3RiPD5gjQZ7wtQt3tksk2taJJEULCFlEHD0gnbd5ad5iKTgURKIHnMG3Ly8afgXn4z437xlWX8EMiPsnvZ7+nEiIDiNC8IrrLUomVhXFR9ebxnCQooGo3PVdRomLnc7rp+9l9UX88g0TpTnAsYvX33J3/7q7/mjH/wulSpQhaYwNdXmkqhroi5IqsCgMOsr5p+/5q3tqIvffiR+Iw5LVa24/sP/iiQUp9OBcX8kOEGLwtT5thl9woeFcNbGxuCZpykn9Ps9p/27rLTUcHz3KUVcMCJRAEVmvWGUghSIyWOTICwnAmscCWkU0Ye8ZUsJJbI1L6SIFAKTAkRPSgW63mKXPs+tyDZAIQS5WuQRKQvMqq5B6LxVjSHkpoPOcSDIixSps3/cVA3DUSKkJPqI0QIVQfmA7mfqu4HqMKMjlD6CSCQtUOsGvdswasmv72752etPebBj1mkIQYXgHyP4nSWgmyYvluYJc3sHRrH79vewly94ev2GOkhaJ7iJgnstWdYlRVnR7/cUVUlVFEzDQIXAaMN7Vxe8vX/kdBoAiUqZiWk2JW0yJKGyozmBFpJus8s5xjEfkkLkTbZUiuV4wFSK8kzvmeY5Q3idz3VJ7xjHE0LUWGc59T1JSIZhJPpDVgMnqMuSdVOBn9EiEBdHkBBVQzIF3abjtDywfzoRh5GqygBcrRXW5fliURT46BnHIcMbyopnz5/nhZ73FKakLDTTOGHnGSUiTgoOfc+wQHy3JwnNNC0M/cR2fcH11TWb7YqyKjJDcxp5d3yCJAgua3n3MpsRl2VinkZQUDU1xlQ4l1O2MXmqpqauG6xdGIfxPBZw2Hlg1W0xpsKY/NEOYcHGrNjohxO1MlnEdtbiztNIYUDFhdPpxDw5ri4uSFPPfLjnMA8s20tWF9d4Iamblq5tcHak74+0qy2bzQaXFC4mQj+ihMQIeYZCK5SBIgaiKvnWBzf8h//oD+i6FZtNLlrcPe751//uh/zsV5/zdDriXUJLRasl//nvf8Q/+OSGf/WTN3w2LszeU67WuFjwxbu3lJsdm+0mE/8JCL8QBExR8NNf/pqbmys+fvEhqmrR9RpRtURU7p9LRQyC0xz5i1/corv32DTf8Ge4NAVBV7RNh67XSHXPcOqZ7IxahvPsy+P9QnAz3k6M/YllPDCfHplPB2JwbC92tM0GX2kM50aMFBAypl/GRIyANpAEIrl8MNUdy2GfK4FJURR1ZtzqhFZZyRsIeDfiQ0CpmhAEMnJuz4ivZ16Z+BMQKbMRkRohRG4/yAy/jTGeD0xJ8BZrJ5QURJmfolJIko+YKEiHAdVPyHHCJIHyDhklUSm81giZP7SfLhM/vr/lMQZ8EsSYWKnIn0TB78wOqRRu7Em6YB4i9CPxuGcpW/pqxeQFteqQytIsljZFei+5fTrknnWM9LNl7geMKVhvairVIoXk9d0Th8MBUgbvlmVDVQesX1BFdmUH8ga+7VZUpuB4PBJCbmWZoiAlmCdLXVVUdckwDCglMNJgioKqKAnesd9bljNGLxGZrSe6QPQn1quKSuVntFaaMM15QVbV2CAoVIn3eYFQNg2m0JSFOZOnAk+HA6dxwjhP09ToQlLphu3FBVXTsunW2UtDol1vmRafwbEpEEksLjGOPc4JFpfzn4VWvPfiOaYyVHVWk9ztHxBRZHLQOBFjpCwKUoCiqNhtL6hXLdIUPH/5AUXdcToNfPH5pzzevcP1gZcvPmSYZg7HEXAs88x82jOcZjabTV6WKE2zXrG5umZwC9OpR7rAarOhXW847p94uj1x6vfMpz2Pjw+cjgP3mwvqQuGnY1ZuWIsdJzzg55lS5SXXer3JvfuiYN2sGcaB8XhAFQqpJeNwQqkCbQqSlEDge598mxfvXfP4dMebN2+4++IdVbvik48/5m9/9QrncklCJcX3P/oW/8V/9M/ww8L3rh/5zd0ti3fopuTq5pJxGnl7/5bT3OPdzKqq2KxWcAbuvHp7x89//Rnf+uQHNNtLIoogEzIJhtMJHyKYktunkb/5dOZid8nRfNMRbVJRd1sQmSLUXQhscAxjT3AWL3JrZhoGxPzAfLzDTyPJ7SnSTC0kQWq0G9FsaKuWMC0IAUZmIomIOVohyO0RJVJG2ntHWdQ4UxOW4RwAB3GWnn1lfdRaQcwe7qZtMKbKDZwzsCOGcFYbSGKw2TsTG4QucENuzSih8gJKZZFZSCmrMJxHlCVKFoiURWk6RNRppjyMFIujcXmOKQV4FUjS0Dc1vV/41eEdbxZLHwKWjFxbB88fi5pPnIUIS/RI8tcvq5o+OIwqkDYQRWD7ne9RCUX/+ED89FdUfd7MyqNl1p53y4IwNd5alI+UzUypS1ZNweWu4+39nuOxJ3UJmzK1nRjOmb/EPE+URqNF5l3O80RVV6xWudq322wY5gGtCrpmnX9vUmKXOWtz24oQBeOyEAAfA85avHcQc6skxgJrI+MkqDVoU+GDZ4mSEAShn2m7DXW7IkmVIRVNlYlLaEzTcJxmrPUscSQqxfayom4alNTUTcvD42MOOAtN067wIXB5scV7z+l4IsVIU1a8+/QVzs40F5dIqVivVqzWNU/7e/pDJCVBXddM44QPgUopJjsyj5b17oL1eocyFRc3L1itN5j7ex6fHlmc5fD0wNv7O54/e49nL9+D6Hj95YLQFXePT0xLbqddXV2itOHlt75Luel4/eVriInSFHSbNauLDcvY89nrzxDJMwy5F3067TMuMQbapmS2jpXJdsSh73k9j1xeXyC1yVbP4LHTyDKcuH37Cr+MVIWhaWqqugUrsS6gioaiLjCFzkK0/sQvfvVLnE+0FzeUypA7bJqmWfHJ7/1z5O4fclG/5g++H/g3v3ng7t0eK2CYZxY7sX/bI6Ska2uuPvoIo8w54RCwUvPZ7SNvn/Y0m2tIifl0ZBwmtCmo6watNb/41ee8fbL8s2/v+NHffMMPS8jD2eAcwVmW2RKso5B5mz33B+bxgB8HlH1EpZlKQFkYsjbDQrDoVKEwFEVLcEdSzNT0nFksiImvYzxGZhmXX0b0dkMSGq3M19Ge/HL3SJ1xaN7NCGnQKWaPtq5AjaQozk/wr0hHAYTCTieqbktSKi92yLEmKeWZnQlalRnysViKqkGrAvwB4Rzl00B9dFRLRLgALgNFnAgEbfjFxvDLlWBkpvQwOosNFqyjkpLfqzreT4moK6zKc92qLCiqGsoGnQR6tUI4h/GnXHfrSsx6gxMJvSzIOVNiGm3QIfJuJ3DA7C2n6YQqJN45mqLgarvl7d0Tx2PPG32P1pqmLNEy4mOkKIsMyvCBxVlcCKyLkhB85lXGRFs2+Nll4b0piOHs8naOSINP+bC0CYqyZLELQkRC9NR1A+cfqtZFKl2AEJRNyzTP+VkYPEUt6Na73JfXhsvrK/r+mOngzYA6zozjhAyeeOj5+GNDdPnvbxwtMRmKsmR/GulWK4wQeGFydM0LirJBqpJus830nSLPGncX28wW0CWrbgMJlmXh448/ph8nkhCgDfNiMU2NKrO7fH/IkaN5Hrm8ueKDD9/HzRNP97co6fng/ecIKdFa8Iu/+zlh6DkOPXVTUdYlQkgW77m6fM51lHzx2a/58ovP8Cly/fI9tjfX/OyvHaVKbDY7YoiUdUfdbSAEnB2IeMvkAAAgAElEQVSxBFyCpqwZ+oGHh8evc6YeaELi3eEN93e3zP2Rrq4o2+5cN86z/FLmC9AyBQa38O72ntuHA1++e2ScF14WG/phISVDKQSb5oo//0XH34nn/PNPfp8r8edE8RcEvzCfHD467OxIEba7C64vL0gp0J+OSARlYSiqmilGXr9+zYtnL5Epl0eawlAoiZaB0+Mdf/7DXyLrl/zhyx0/+Rro+P/+9Y04LEPw9Idb3Dgxnx5YhiPLbNlcXGZ/9OtfYOKBKgTKUmN0nhOGZNEyVyULZUh+YZ5nmmpFf3qTQ+zkkPfi8oJCl4aYBEooFmcRfsEnTZIVyPOzTabMjRQB/1VGUhdIEfHLQGjWFPWKZdrjYvbICKFQWiNVtikWWjBPA01pcrsmZotkpqUU54yaRSQNzhNtyPrXwSH3J7rRUwwWGUEniRCKoCIpSL4oFT9tG+YU0LJgShHhPbWPTD7gWJjalqlscKeZVkgqkfDThBLQbFrQDUEKHr/4nHCaWJRgvLnIM9ZhQISslEBqCqH4PSrU4PjUgF0sd0+5Drlb77i5uWJjI0JqXt/d8XjYE5PnWx98QKkNIiS0iRwOe8qiRCqVyUPBI1JiOPVfR0ViymkHpQu01pnQviw8PO6JSIbFo8qKZV7oTyeMEmiZ1bF2nknOoWJk02SCz+bigsYHTqcRqRT9ZNmsVzifqKqWcZypmxVVVTBtsiRtnhf6/kiKDm8dT09PWOvpVhd0my1FXVKWJdoUSKMhCvYPRw79zOVlS1W3fPjtbzNPjnnssdPA6dQzTgJjJIUpzoIuw2a34/L5SxKScZowpmC32/Hl55/jncPWhoc7weH4yPMXL8EHtIiEVZNxycEhZIFPAodEVFUGaEvNMHuSjhyfDmwfD9Rlw3s37/Hq81/SP95ycbnD6JKrFx9gCGy7Nv+eLq/pLp8hpGA4PHB/+4Zm1dJUNbqq2VzluNS7d++IItK1E0JKLi8u8N0q498uLlGFIomEUZpxHpCLwzrP4dhz+7Dn7mmgWl3RXTdMTlI3Gy4vJBebHf/lf/qf8JtX9/zZv/+X/He//gHX/Jyn/QFvF6IU6Lriw/ffox8X2nYNCeziEDJHu6QQlGVNSpLTYU+0lqZdo2uDCBHXPxIOJz7/+0/5v341cLWp+RP9d/y39htOHYrOcnjzOf3hkTC8Rk4HpFAE+RH17n26WsOSzYFGBlJwaKPP80IQKsu0IgvODoR6i9R1RpiJmCNHKRDIT2t9hqRqrfF+zL5qUxEXDykiZYIUEQmUzCxGyKR2Nx7R3QUhwmJtDqIbnbfyIWf4hM43JuEdlCVJ5g9UTCkLuZTBu0A806dFdEiXMEKxtgltJfUikF4htUZojdIKtywsheCnFyXufCj7YClRPBOCTmn+PoycvONhHrnY7Hhuaoog4fSEiRCHkVk+oa8MShgqFwk+YKSiGQaWfqSY5tyWkYCLJBcwIvFtL3ljFvYiIoXGu0jZNnkeazRd16IfHlm8ZX86cvv4wMubZ5nuLvMhoXVOEBitkUKdxxyRsiwwRSaVSy1RUnA6HgFFTJJ0zlS2XYs0JU/n53BZVhRSsQwz+6HHSKh1PvCaZkVIipvn71E2A33fMw4982RR2tC0Ncs00RQFU98T54lSJJp1x27VMM8DyXlO40QICes8VbsmpIQ2NUGAUIZlmXPG1mQwS9m0aFOy2WWV68P9O05Pb3F2RKtE9DbXIIuaGBJ11dKsVmiTtQaHwyOPj/e4qUfEGZJjt9nRVCVjf+TVZ79CeMvFxRYpK+qqpGlaPvn+D0DAr3/19/TzjHvc08yWoBRVu+L5y/dRWjNPC1WVJWSmqPnwg4/p9/cIkVhtNnSrDqEkpizp1HX+/g6OputQ40R5xr0lpUgpa1nariOlnATRumC122YuQXS4eSIEQChmt7Be7Xj/fcXPf/kFqJIoSu4ej9TdlvXmiq4uuX14oDATH9U/5+n0vzEHMHXNartjmGbc4rHjQlM1KF2w217QtSVhGJFEjDZM08Tv3LzkH//DP2LbNme/OojgCA+vmW4/52c/+ozb03f4zz70fE/8FBWX33pOfSMOS28n9p/9JSIFTLIYXGY09neYy/eo6hprI5UGLXOmMaTzkkQAImJ0AUIzh5kgBbKsSHbON0SlCC4gtCKJiIvZyBisJ4nAbB1N0bAgEeeneiJls2TKErSUIs5aolmyza/UyCJTj0SCRMT5DNaVUmZ0Wgg4FxG6hDDlBkZ2puYZJrnfKqJD+4XWBtTsKf9v5t7kV7Y1Te/6fd3qYkWzu9Pcc8+9J8+tzHKVS64Guyw6Z1kGZGwhj2CGMEJ4AgMkBlj8BR4heYRUEhJYQgIkjEDCE8slEKWiDKaazMrMm5m3O+eebvfRrO5bX8fgi5tVljPLUDXJJR3trYjYsePEjvWu73vf53l+x9Bj0xjKZkF1dopQEnt9g+96oktM0eNTRKSEkRmQ1aZIHeEQIld3W3SUnOiG2XnUYCliyh72ec80J8rTE1aFwhYSLYBdhxhGFBGlVRbSiyxPEUpQTZ5/wSZ+owyMQmB1Yrs/YH0kHe1pdV1huxyNdnVzQ1PXNEUJk8CYgv3uwDQOnG7WVMsVPnqaZpm9ykrg/Jxtlikxx3ziqaqhGwcmN8NsWNY1dW2IXpFioDiupiSR5aJCS3De4b2jO/SsN5Fle8puNwCSru+QMlEWBZVSFEhcSJwsWnzlf4SNTVpj7YzWJkegzYF6XTGOA0td5ti7oiREwWJ1Qttm8kV/6JHKUrcLHjx8SFFq3viOty9vskpCa+q6wNQaIpRFiVJFNjikxDRZfIyE4Lm6fEPwjl94/BSjNLeXl2yvr5AESp2Dft2cWdjPvvY8JyMlePHZ5/R9R1VXSCEYh46x75BFwdmDxwTv2e12nJ5p6sowJA8hMh06vHXUa5fbR0eOVNePpNgjRGLs++yAqSr67oAk4cNx+5ryMHa0M81ywdjdIQhIBYXSbNSSqt2wuniP3/onv8flzYHDfkc/eYTS+JDo+pFvfe+7xORxYYbg0aZEG4U0S+pFjTYFRVGQpKAoDbMd2U49zD0yRM4WC775iz/PX/1Lv8bpwwuStwh7bJONA7G/5O72S37zRUSXDd9sBxr3hqO4+scePxXFUkbHgoGYfI6LjxClhDii8ZSrNa6TpJjZylLmHpcW4nhS52ImhAPXZcJfsSapfNKiBMJk36r4Knk8QgiONE/gLV4ZoshFwyeJkpLZOSAhlMp+bAVKOpwbKKs1iJLZJYQKWWspOU67PUpqCDliTkiTNYZfCdePKS2QIWwqJuRhi7aB0hQs3z9HNUt021KtVtjZk6YRuWiw+3vC4Tr73VWeyMcIyUgKrVmZmvvJ5e1kN4EIlAiUB51CZr94Tzx0OATVaolpW4b7HdFZRHCAxM0RjMlExyP21hC4kJJ/yQp+I844Ibh2N9TLiRTSjzzQ1s1MzmG94/XlFecnJ3/ERmg57Hc4O2QbnlAIIRmngRgdSebnqesFZdVQlgW6rEhCorRl3w2UVUNdtfT7jnG02H5AC0VTGupCM48DIRSk6Hn//SecnZ5R1iuM1rx6/Tn77pZKKeqqRMaARqBXLc4e8RxIEpL9IfN5qrJidXKGlJrl+owhCGYP7WKBMQUChTrTxGMQyzgNSCGIInJ1mcXdZVlmrvbck8jeZnnUh0YfM49bm2OBa/gLv/ov4oYDn//wu6TgCXbEa0G33xJDYLfbsl6f0HU9/XjH6ALrsxNC9Hzw/BmLdsnl61cUUrJYLCi1xo4jq7Lia8++gXeW2Q709/f0/f4YlNvR7baYskLc36HKgnZzglifoMsSHwNhnikXC6zPfycfEqVWCHnUaI4DbvbEOGPHA2/ffE67bKiqBnmEvfW319x2NqMnADs7vI8ZHJgiaIWUBUaV6FBQlR5VFMyzz6A5Ewgp4qPHh8j+5hqRFE1h+MbT9/nmn/1ZfuVnf4bnTx6h6xrhLXQdduqRUiATGBXoDx2v7ko+PC/55fZb4PfZb/4Tjp+KYilEwiiPkHnrK1I6hk4kDtsb6s0Zqmrxw0Rx5OrIvKQk+LxilCLHdZXaM04DTbPIUhyRJ8j2uMoU5Mgi5xMxChAT87BFmdMciZYySS6ERAwCIRMxhB+tYlOYEL7HhwpZVqiiQiSXU4BSRClNiCCVJkiRBdNFhfAGXIAU80RcZjeSFALjAmo/oFFsTk958kt/nvTgEV6YzBu/v2fc3lG4De1+gfruLSkG5hgplCIhUEVJISuWXvJI1QgpuWgaSjshhgkZpoyjIJGUQh5xqsTE5CymKsBAEpEYBEVrEEphxxF/FPvGmK/MH6aCX3Ej/9do8TqAzglJQglSihijGeYc/zZME+M0MmjDfbxnnjIj2nvH3f01Tb0AoFlUIEu2ux2LpqXQRdayEvHOoaRg1S7wLuDtjPhKNjV2qBhYNTWSSF0aup0lhjoHxfqZN69fYudAs2h5+OgBw4sd1uWe28mqpdIm6zZjTtU3Zc1quWK5PqUbetabDYdhZD8OTM6xXK7wzmEnB0SUkkzOZp2mSjRVwdD1JC053FtsoYluotCKPgWIYJTh7u6aKUTmCLe7LSElNqfnvPf+U7QxvPj0h2AaCgWH3Y6x79lsTrm4uODlF58zOc/di8+zHhXB2YNzNicnrNs177/3jLv3PuDbv/87jHZmt93y8uUr5hh49OQDHj1+xNjds9tesagLNucnXL9z9IeOZdlwdnqGDQ6pNH3Xszo/papLDrd31ItFjjO8vmEaJ4pVi/ORru+Yhw43z4homYuCuqowhcnQwBTZ7rZs9z0ff/KC7fYmmz2YSSm7bKQygMz5niECkiQ0wzAzjCOTnZnsBIqcfi40Ac1q85yHv/gf8q//xZ/lXz29ZqNukG5EFpoULdhr9KvfI9odrFqCM/zB22teuW/wb50FHi1fYDjuRH/C8VNRLEkJfcxszJYZkWU7MaL8SEwKWSxg2uNjojSamCLaGEIIWWLiPUIqfDomkuRlICDw3uHniPcOiaCqKrTK7BofPCJOWedY1Lhpl0mSfIWGzf6ckGakiEgUwY145ymLGlWUJOvx0SNFyvjToIjBMguFVguKuiSJryBhEiXI3loSuIC2I7IbELpgNobbN69ZbU4pT1fMc8Cs1kQlqXC8vnxBERJCSLTIxXhOkUOErijYXKw4RyNEYlOUrHxEX70huHeIowc8uICsNFJGrB2hMMx+ptAKKSt0knlrKyU+BpJz2XYZAiYJEIpfCIY3WvBOCJLzRJnbD4duh9IVUmmSyKn1XT+walpCnp6hpETJzCK31iKUpCmWuOBYLFrGcSI4z353x9294/T0lKLQ7PaZ4JmiYrfLhEeBpCyzsF1pgxSK1XKN1oZxmvj000+o6xyyYQrF2dlDHp5fcHd3Q1kVRynOnmHskClmja1J2BhoVJFha0mgy5p6eYp1jvV6g1IKO+y5ubkEBLPNwbLJe5ydUAKqujiy3LNFr10smfoDInq8D0zjzGAvcSlRLdaYquLxe+8hhWDoBhbLDT/787/C/fUrur6jrhoePHxIu1rRNDX397e8efOa2c00dYNRIre0ugld1GxOz/jGn/l5Ll+9oNvtsJPF1BVVYVi0LdPhMttRo2N1es769DGvvvyS0wcXnL/3HjfXlxz2HUVZcv3mLQ8fnNOu16iiYOoHQvDY2WKqU2RU3F4NJO/AW/rtiK9bPvz6R6hC4maXUSWFoes63rz6kv3ugJCGpq4zI4rMCRIyh3hM08Q47Jl9yBcmmcO5q2pBEoHtuCeqgC5gsB3/6A92fGe746/83Dl/9dzzq6vXtCdbVLSkww10t4gignMcLt/xO68nLqqRb66/wKQt2RD5014shUDK7EWOR2Fu5spAmi3OBWS9wR9uQCV8ivmNEyBVprppbQhHZ4+f9oR2hSxKXO+pjCGqnCATjgjNBEihKLTEe4v3FqEKkixJ0R5ZxbnQGiGJkSwqTzlDMjpLKhpSyhIkKfKbLGK2PkqlEUeMRBTxR4hV+ZXjJ0YKbQiTp5gC0jpk75gT9FeXFB88x5uKbrQ4O7Nuaorg0ClwUte82h1IRuf/cxLsSFxsTmlExXkA1+1Q/YQdLYUQRKUJIhJj7pn6EIjzTKwaXAhEkd/P4D1GFPjZoYTAzxn65byjAFQS6CQxGL7ZRf7BSjArycxX02yBj5ngl2Ii6YQNjsPY07ZN9hSPPQC39/dIIViuV7x5+5aiNNRlyWG/RZIwRkJQGCNJwSGDx40Dzk5M1hJDZLNsaauS6dChokAekQ+77S0heJ68/5Tdbs8w9CBOmeeBxaJiew/XV9dHxAQgYk6DSgPt7LDeE+MGWRYsNhuKqqGoV2hdIaVESklRFixCg3ceP8+QIkPfY8eBuq7QWmZnkHWIJFi0a2LwONtxfrqhahZ5Z6LzxTSkiBKR7v4a77MkpiobHpxvGLs77NQz2YG3P3jD21cvOTs745d+8ZeYpomuH9BKc3e3o589Lr7lsD+waCrWp2eEaaCqZ5p2yeOHD/F25PrtGz748Amn73/A7c2Ws0fnfP30LE+UlWR1cs5ifYrRis+++wf84OYtTz54RhT6R+qFpq4plKJ3I0LCZKccXBEjpggM3cwc58w3Eoqm3fDwYeT5857i+p4ffP4CYwrOztZMNrDbH9htt3R9l3d0KSCVoWlX+f1SBVqBCxNmt2cOgaKoEPS8N/5PjF98nX+4/QV+9+Ez/rWnH/KXPor8Yvsly6KGZomQI0IKrobED24Dz55o/sz7FqULYshpUj/p+OkolkcluJR5mBKTRMsiT7DnjuhGyvoEb2pCHIgxYJTChxmpFAhJCD6npyPRcSK6CSHLjExwgRh87gshSMe+pUg5sJakmceRqi7xx0DR5PNkXKeIkioTFI/4HxECYRzALFDKoIwmeZ9tksogMYSj/zsESwh5WyEROeA3epSWJOcoIshuorQRFRLl5DB9T3l/xeGzT7l59RoVIm6zRtcaPc08Wp/w/f0h87sVJLJfPgFLFVmMe2IccYPFdiNeRpJPeWhABpAlIkqCEFmk7kg4a4nKEKNAWI8IjuRnhAIZc1pSigERs9j/Qkr+/BD5LTETtWQOHh8TIVqQJhffGJi9YN9ne6iRiuhc1sEphSBSp7zyGocOowXL9RI35YCIcRoYpgIXHCHMVJVBKMnsLMSEUrBsF8Rx+pEVcblcMU096/UJH374Nb7//e/RjwemsedyGrCzZbe7ZxhGVqs261tjJFYRI/OqfBp6bFmwbpcUpmK5PsHOETtZgs+9ZUlAqwqRAnUlSKHjZL2mSwGjBZWRHLoD0zhRFRXLk4fZJjlWoBRFs2SxXKOU5urqOr8WEdhevcvcIJXYhVtefvEZy0XF+emaw2HPze0tV1fXjKOlKApWqyXaaKTSKKUoZcli0WKnEecmluslui2zv98Ybq5ecX35lv39JVWlWD96j7Jq+PyTT6nrmqIssx1VS6qqwYeZw+4eRSJYSxKBECNumri7u2LqDyyWNat2jUmC+5sbkApdVFze3IKU2U9flsgi8Mg03O0nFmePmILg+naPC6DLgtXpBlUoVvOSeZ6BbLE0VY1QJSHltlo/bIlSIYGyqlGmoV1XvKdvUeK3ELff4ntTy83bin9ynvioDqzizEJptI783y8dFC0fPl6yMNckn1BCcSwOP/b46SiW5JMxxUih1RF4L5AiEXDYYYup34NiQZgGlBQEEZBakQg4Z/EhYYry2IObCHOfWdva4OcJICMU4ldbwSPkS4CUEW87aBfIskYHSMljjsP2EBzGaBKSeBwqJQLOe0xRE+1d3vEfGTfGVAgkBQInA97PFEqjixIVHfr4thdaImNAdpZqTijAeE/a7rj6jf8dN0yI2REKyeFaI+sFzcUJ5aJlJSS74IhSIIVmsjP7/Q1JlcTRYg8H0mgp5xknArLI0idiHlZBYp4mFm1NEIkkFWLRkBqYppkwzYjCYJqGaCc0HWnKSUmkDL4vRMGfjYkvhObTkHIsnZL46HNHWWTMKcA4OxI9CkmldTYPaA0pse9H6qoixUg/DD8iU07HLfq+P+TINa0wWnMYxzztdoHRZubLarVk3S7w1jJNHUImVuuGm7t33G2vEQj2u3u8s0ihWLcti7phvVoilcGYLPMJzjOOPSF4VsslSimmYWKxDNRlg2p0VgkgOex7vHMgMk7YOYdwx3aGSOy3W7quy1ZEqXlwuqFdLjN0j4RPKnPhx47LN69RPGDTlozdDqM1w6Hh0y9e8vH3vsN7jx/C84+QRlNogzIF69MTfAhcXl/jQ+DBewvWp2dszh7g7IwiIsgYhtmOnD04p+sPvHrxgjdffkFpNPvtjqtXr3j4wTMKU9D3PaREd9jznW//LjFA2zY0VUlTZy56RBOmkZvrdznc2ChKV1CUBVW7ZhECs7XUyzVVuyShMoq6n1BFQUKwXJ+wOq/54Rdfwu0u9/ADVFVDVZVoCXacSCEHZock8UkgpWIODikzk0dKTVUukLqhbWq0NMgQMLLDjz3vJsHVfeR3tckb7Jjw1pPSiuYcvtzv+a+/H3mveshaT4z+T1EshRBPgb8HPCJv6n89pfR3hRCnwH8PPAO+AP6dlNK9yHaWvwv8NWAA/mZK6Xf+2N8BRJ+TxL/iZoeU3cRKKEIYwAeq9pR5vsfHGUHCO4c+ZhmqI9ZAfjXRHjt0WaFNiZ8GhIAU/Y96IlJm/aVC4KNDBUdw7ggr69AyFzLvQw4qQGZdCOQg3mDzZFkWKGlIac79KaGIWaWIzB8rZmdRlUKGrB/MxVIgXSLNEzoGZEwIH4kp60X9MVEpAlQ15WKBLAr2by5x4ZIzO/HKJCQGUiLElENIqpZ636OmGREdwU3HdCOB1sdVo4qICHG09HdbUlmSihInFLMQ+HpN+fiUuV7iC5M1iK8+YfnyM2ah8/MlRRE9lZD8G1vJ328sn0WHMgYtFNIYfIw/8sOHlJhjoi2LvOo2Bl2WTN3ANM0QjytdEpO1BBeoFzV+Gun6Ea0UhMjOHdh2WX8pkAzDwA5JLAtOVg1aCXa7G6QS7Pe3XN+8ZZz2pCiwkwYiZycXtMsVbbtEScnhsEekmPNQpWQae1arNe1iRT97hthR3N/RrhLJZNcV2uB8dlUVpqIwitAuOOwyfrWpSw7be6y1uHnGpsjd3TXrk5/h7OyCENMRjpV49+Y1r15+gUqWi1WLEoJuOKDrFW274PRsQ13Xuc0RPG/fvmMcHZuTC85ONuz3e4QUlFVDu1pSVCUpehaLgulgGccD1gfe/9pzVFXlNlTwHPZb3OzZ328R+jV106IkuBAYuo55mrHjyPuPLnj8+HHm6xQ5EczakaosSSLy9efP0XXGQzuXMxF61SN0gS4XVE3L1d0tdpqppSElycWjx+wOA9M4cnd3w+rkISFFgp9RQiBRVOUCkRRaH6P4ZEZLKC8h5cm4VCWL1RnWC6QqiTEgpcAHl/W6WoGWWdYXMz4lIlBGI5DsneO37ysKLVBFy9Wfkhvugf80pfQ7Qogl8P8IIf4h8DeBf5RS+jtCiL8N/G3gPwP+TeDrx39/Efgvj1//2EOKPG1NIXumhcrzblJE+pF56jBVhYsajSMlmVeJSgASeQwODdGhVYmbe+ACXS6Iw/7ossmFz6gCd8zMU0nl54kOOwyUJmskQ/xDe6IUAudCzt3TCsRMoUqGeUIvWpIyiKgyO0eIYzEWGKUzJAzyya0kKcrjRD6RnId5QiWPDIISSbI+90eVzCeTUaweXrA4O2V7v0WEiPLwXlnzQyXoRJ7uz9Gx7XvuZMH5MGdyoJtJ+Cyyj7mguhDRpiDXnkTsR/wwEXTBXFR0H36dcfMeoq6RpqJZLFBnklczPLjbs5kOhKipBIQoQAgWheKvjxX/qxG8tIGiyLRFhCfE/L4hNQFBlIpCG+pmgVQSG+Y8pVeSZduAAGsd85EpHnxASoOUhpgC/TSQUr7Y5Kw7xWGaEQm6aaQpDQKPdZ4QPUpl3IFP+ZJhlMEUOS07Ibi6umIaOpqqxNU1Sutj8nbBYn3CUmlefvmKsT9QViXeO1ISCNmyPjlDIbCTJUXHolkgk8dNPadnZ6gUefXlS5LO19mbm7c0bcvJgwdM1vHq9WvGw479zTvscOD1FwOt0VRtyzRnaN3JZs03v/lrlFXJ3e0tv//732J36KgXLbt9x+nJGXZ2VE1DUVUURcE89Gxvr3HjgbevXlJoxfLkHFEUlIXhjJxU/+KTHzCOA3YauHz1kqKsqZYbTh88QumJdrlh2bZImXDjgWbRIKXOqJDSsGgadv2BN1++QjUt7XqF0RJve2TyeD8zWEsUhnazQY1V/jv1I13f8/vf/hYvXn7BdnePQ6Hr0yzTIwdgKyKF+sMdJwl0oalLTWMEj87OsEHTtieEzlJWDVoKlEgUMg+LY4w477Ju2cisSdUZ8RxiIoSISHMO3+7DcQL/JyyWKaW3wNvj9wchxPeAJ8DfAH7t+LD/BvjfjsXybwB/L6WUgN8WQmyEEI+Pz/NjDyHkUTsJMUmMzJNiKcke3mBJfiRSkFRJmDuk1JiiyCnRAmSSOfA1RWbvIYyEqUcXRZ7MJo8UOQOSmHVtMeYenFYKkULuncoSIU0OiJUa4kwIE4gcxitEQqkE0aFkZp5U2sCct9UxRQzxiB0wyOgRSeKdQAlDOkqHkpsppYaoKHSBEp7kM4RLGZU972R20DSNdG/fsTsMRO9ZrE7oPnjOaXdPf/MWykSYI50LvPGWD0SkEQJVaIINeX6hFUFIhFIkpYmmQAJ+GgCB0hpd1swPPySWLcoUHKylO+xZ1gvU4w/5crSkVx+zcBNWZsF+MzkWQdCKgr9slvxm4Xg9dxT66KmGY8JShqHNkyUKy1YElEjY2aJI7LrM/9ZKkoQgCck0zZydXfC159jbKHYAACAASURBVF/DuZmPv/9djDIEH5l9YPaOSURKUyGEYzfmwZyRObmmGzrqqmQ+Dp7qykAUDKMFFHa02GlCysQ4Zf2jUpphtNm5lTxPnzyh73cc9lt8kwcxk824hbppubu/Y7/fYozg4cMz2mVJvSg43WxYNwv6/kC/v8MIQZIqy9pmT8IQAly+u2I+7CgFTHHm5ZcvaRYtZdPgpoHF6oTlsiWEiNIlF48eU682BB9IKfDu7RuEjGi9pK6brMHc7iBk7tPVuzdorTi5eECcLUkrTFUyDQeqdoE2ksN+yzhMrNYbVpvTjIloakIM+LHncPeOOPVoIzIQcH2BcxBcnupfXV6iynsO2wWzt1y/+4Llcsl77RJ57FvLkENyhJDYyXLY7bm9vWOYRlzwXN3c8Oj9c2RSue8dIkaJo7ZZkY6Gipg8UQSUgPcfPWJwEhd8ZopLlXXaKnOvJAqZIlrmwa4UmYFkR0vSAaSiaRq00lRlmTExR07Wn6hY/tNFTTwDfhn4x8DDrwpgSumtEOLB8WFPgC//yI+9Ot72E4slkAcCyRMFeTmeEqrQGCR+mpmHLbJZIosaZzMLWKk8Zc5pPgHhA1oJNNAoQZhG1GqN1AaRHCrmyfWx7YY8FokQ8pQ7ziOiXiClIaFQCkiCSA4qSAK89wgRcnGJlugMuighFrlHlCJacozL91kqlCIuBAptIDgICRk10XpElLgYKRREAVFEysWC5WrJZGe6bmR3vWfWClmWlE8+4N2Tb3Bf1SxNg7zb4VyXg0hS4u3c866u+EgY5tHlzD4piErlNkECvdrQXzwjvPsUNTuEzEqBuKgpVg26XHK33aOVBpnY390hY2BKkf3pA+b3nmAfPWW2nvGHP+D9/Y6DLLi5OOfpqWb56gfcjge8NLjZ45XIzqgYiNHT2wnvc5+S4HDAPFu6vqep8nBCVxUGxdeef0RV1Xz2+Rfs9gcQAWVkxvOGrMt1YSR4jdkfWK6fULcZFRGlxobA7CXjNGFdZvRYe8M8O042myxvCp5x6HGzpTDZd2604bC957auWJSSN/dXaJEwukbIkmAnRrVnu7thHHu+/vXn6EIzHLZooynrmrKp0aZEapPxDIsNqmpRqqCuW5597RukkOjvrgm2xw57hmnCOsfCWS5fv8Lc3AKRqmmwdqCoSn7ho4/Y7Q74aeLlixds1gu0VkzTyO1uy3Z7z4dP3ycGneVyx/58t9+h64oYAtM8MnnLoi7Y3jmmcWC12hDczPbmhnrVsjnZINqaMG1J3jIOU8Ywe1itL5BC0DQts+1zirq1jFPPPM24ama/31IEgSwapNFEIYlBMowT3TCyOxwYJ4t1M9000Q4dZQkigdaSwc7MKdJsTjjs9sTZYiTEmJO0tdLUWuPHgCbnZ47TTKlzURYyp7DbyRJiwntPiFl1I5KAJHDzyBQSQy/R+idnWf7/KpZCiBb4H4H/JKW0z63JH//QH3PbPzOPF0L8LeBvAbR1eQzZzQiHkAJJyLwtx6ENuDjg5wOmaohDcUyonnNWYvTEGFBKHv3aMg8z/IRzK4IsEGnMvO7oiEfOjtS5KS9lBonF4LB2RgkJQuTUm5gwxhBdTmc32qC1RqoC7RPOz2AUShVEN+Q0I2IehPgZqcr8WqSEoFFBU2MIYWa2E8yBShl8ESm1pqxLikXD6CKdtRkwJSXKaPzpA3548Q0G0VALQ9ItZ2cPePeuQ8m8eh594IeN5GnSCF9iY4/WNUko1GKJXZ/Qn7/PnBKyaKlPS+Sy4WZ5wbDaEALEw4FxGnh8csGqLrjuDlzf35CkpP/ZX2Q+v2AaLROSm/NnfLvIk+laKX5ZGf5CP3HY9XxaGX4fySAluUWXk2e898xuIqaUoVJCZDCczydBTBB84vTkAlOWXN5c8+LlS6RKGCMIPn9OOPagxNF77iLse8tqfYIqNMyRaeq5u98y25mynKldg7cTu8OBXXegbUpSdMzzjLWOuop5K+tGri5fM417SpMn+2PfIxeKkGIeIhnFo0cPcoGvK1L0NCcnuNnirEUuV5yenTGNHf00E/VMnA8sqGjWLSpqTh48oV20iDBx9+5Lhu6eGGa6/oC+01xcPGJ7e0MxZhyHkoL1ek1dN1y9e0vdlPijhRchOH/4iPOzM/rtJd32lqcfPEXpEqkKgk/sr2+ZxgPe9lRHn7j3cHb2iNVqw3Do6MeRxbBk1bY0pWG1bLm/nTg5PaNuGqwLKC04vzhjXi95/eYVdppQOg9uLi5OSXiCn3FzR3IOnyTjHNntD7x8/ZYvX7/lOx9/j+ubW262O7wsOZ2nHznf9vd7khCU7QrdrbjdbmnLklXZ4KaOqjBHadtMAUze4ee8yJlctiymEDP3SuRzMsZsL44x5bAcEZHCUFYFSQikLLLW+09TLIUQ5lgo/9uU0t8/3nz51fZaCPEYuDre/gp4+kd+/H3gzT9TPVP6deDXAS426ySOIQrBx2PfT+B9tgtKragUODsh2w1KLVDBoUR2lKQUMEYc++WC6D1alfTTQCgmtKmJ80BMkKJDiCxGL5Q5ppwf+5FHOl1TF4igIUQgr0bV0aYoM0ACpEQrgXOOgM6+3piHOjJxROVC9BNaVDgfUULR6paV1Egd6Z1mpyyxlFQPV2xWK1KCq3eXxGnGFYq4ucAvGkK14IvmAXshqUqd7WEYnj58n/H+kmnuCFoyz5bL2fL9ZsnPFYa4S/iqxS4f0l88Qa2WyBRxw4R//yP6ekUsDbOPpHnL+sXHFEPHej8gFhvuq4aDMTz78ENiXWKFwnmNFbCbenqv0GWJBi4WmourTwhdhwnwDZe4S4kfiEASEALZomoMbpwRRwNBEDLbVWNCes847ohB8OTpM8bZ8erdW+boUSlSNzVKKYZpwhSC1XJN3S5ZL1csqppl2xKE5tXr1+zu7yiMxrnAaC39aFH9SKEE1mYjgptz761ZrPBzVlUI5/NUXIAk0AkwRy+yVhoCOGd50NaoqmRR1/hpoN/dcdjfY3ROVXo3W05PT1FScHNzi4+gigIfwLnAYrkipkT9+CF3l6948/oVUxCIJPOOyscc/OFmTL3gwaNHFFrhvaVtV1wrQVEoNicbNusTVicnmKbl8+9/h+9/67fZrJY8e/4NdNFSVAvKsuLd27fc3r4lzCNtu2R2gf3oqFY1+8Hi5qxD7A87dqbgdL1kGHsWq1M2Z+cgJZUU2YUVAm294mn5NZbbPf045UHUPDH2O5TIWQtSgbUB5zxd3/Pdjz/mD/7gYy7v7xjngBcSZXI2Zn/YEeYJqQK6zIgPaSrQNXeHjsWiReiSyU60dZl5SUcjS3QzQeo8n5AS7x0lHM0b4cjKiugiB9SUVUXeh6pjZF/BH7MI/P80DRfAfwV8L6X0X/yRu/4X4N8D/s7x6//8R27/j4UQ/x15sLP74/qVAMicVqKkyFxgqfOsU+ZtoxCSYC1IS/COpPIVVhFzniHZQpa16ukoWE9IEs6OqNpkD3IKORDWzcftREBKlZf9R5Tt5CZiVVMJAUSUFkc+VuYPk/IAyDuPQEFK+CDQskJox2w7TEooY/Bf6S6jAB8pK0OrS8qQ5UiL5Qnee6braw5K8m4euB0GujSTFhqxaJiLklkaUJph7lFVDSlr/RalptUNz84f8/mXP6ALM4HEHD0/nCcWZcW6XVHULX51hqWkmSzpyFAvlkvU+gxTlQgRKe4k0m6Zr7bo3hO7wHReoT88pz5/yPLihB98/pI3t5ckUXC7PUASLMqKJ7XkafeG4bBjaE7o1IgXIWshmfNqMUQiMnvClaYxBXHOrOyYIiBw1uNdoF2sKOuakLOVWa2X2LFnfzhwsl5RGs009fR9j1A5BX8cBu62WyTQbbcZ/iYFVV2hjOZw6LOsKYGUmm7q0XpJ4SOxyyiHRZOHPErlCequ6/DOURYl23TI4cSrDUEpum5P6StqLQl24NXLT+j2O+qqpiprTk7P2N/n6X4/jOhqQd2WWSfY7UEm1suWMI/cbbeoouLp829wf3/D7u4GezjQDT1nDx7w3vkZbraUzSJrkpVkv9sRQvYyz8fe4Th8wScff5uhO9A2Fd2h4+RiQ9ksSDGxXK64vHrNy5evefz4yXE4tOTi8RMu376iHwYenJ8ipGC33XH59g2rzYqzR0vu+om2XbBqFthhYLITwmdt7XJzgq4cfvYs2hrvPPM8UNYq01a959D17PqJySe8KJiTRjcNi7qmqltEApJjt7sGlUiq41wWqH5P1/ck7zh0PSJ6ZJwJs81zBKmoq4b7yTPPWR4oyDI2oRXCaEzMebVSgTEGYQpmD1ppBJrZR5AGIf903PB/Gfh3gW8LIX7veNt/fiyS/4MQ4j8AXgL/9vG+f0CWDX1Clg79+//8X5FtiSSRo7tiQh5xqSFGZMo8YWsnROkwZYOa74+hD4lCFUgpCNFlFxB58iuJzPOAVoscBmvn7PqRAkFm1KSjDlCpI4I2ToTU5En0V/eLY2L6nH82hoDUOShBH9nJXoGRGmVKZHTMISfByJQn7SaBiBEty6xzrAyzH9kryZfK0++u6bXCJkkscqJ4GHv0lJPBUQWiqJGzZRoqSlOxlCsqY3iwzNvrT969JsZAqCS72fKFqXh6dsZpuSKZktKADA5NRNYtU3tCr2uGKTe2m9NntI8/RD56RfrBx9wFxSfrJ2All9/5IR8+e8Lp+TmvrnfcbG/QusbIxJrAo/07dkay+dV/hd4Hrq7esXvzKXG4RU2OIFKGtCUFQvN4eUYlYNaS7ThhRMrKhpSxB+cXj6iKkt3+nsmOJAHTNBK8hc2Kuq7Z7vYMfYf3np1SGaPQLDhdn2DKitHNOOdoakNTVogUM5soBZTMn7GU0hFTbDDlAp8Ss88nmyDhZkcIAesSpSk5aVui8Gy3V6w3C4hL7oMlBcfQ9fjZ4YXi/jAw9gPtaplDoUlMfc+iXiIrzdzviX7CNTXODpiyYHl2xgcffcQja/nH/+f/AW7AVJq6LtnvbtGm5ul6Q/Ceq3eXvH3zBjt2pCTY947JOt69fcPl6xdcnDQMXY6W6/uB0SWU1AhdoXRBSDkUuKprHj5+iCwUUUIgQgxsNic8evwYWVb0o+XQ9aQgsQF2u46x36NkIKHxCJbrmpPFipSyVvXm5hprLcooGtMQoqTrBr589YZ+mFCm4On7zzIN1Hmcj9ihz0HeZLujFiYvJvoe2480VcF+lzMt14sSqRVayCPDXFA3FeNugJS15UYIXMpqEWMKhDIILYgyuwSVzFvzsihIwjNYm9s7f9JimVL6TX4yIPKv/JjHJ+A/+uc97z91CIlRChEFLv6hLTHFnBWZyJ7qUinc1FPUFSHliDNB7k0kJN6HnHMpM5Wx0BI1z0jqLAnwuXAJlfs72Z/M0ZkjCMljZEFwiSQK8B1CQvQBiGij8yDIe4gCZXKf0yeBFxodwUhF8DMkkbfKWqDI2s++PzCWK0xRcL+/5cXla677LXs/E6QkidxHTVIQhcruo/RVUfdIN2Y0hipwRcnNuCXVNXUMPDw/o/OWz968ZraJWETeuZm6rGnWK1oM2k2k5CiqBe/aDVufGG2PDZJhsoTgaVVg066ZnnydbjsxzQ6hS0qhefvqitnOPPvwKSm+oJAFMkSm+xuuy8jP/Nyf437omfycA0mURoeEjolZ5sa9IEvEFlXDaVmRtMSMPdIH1udLqqpkGHqqpoQUmPoBb2dCjAzjRNMUILK/vK4K5pBhcyF4vPW0iwWrtmaWiWQVxJnVcoECZjsdM0UL4Bh8IgTzPBFVoKwbmqqmqUvGoWeeLFIK6npBXTdIKenHEWVHgvdcGkm4yCG5WR8sWCwanHU476mkYrQz49BzcnpKP81M/QE7ToQUEVqyOT1FiMjN7RXT7PlzmxP6vs+RcN2efn9PcJaz8xPOH7Qc9ntudwfsHHGzYziMbOUW9gNJyNyqEvD55y95/fqS67uexfqM1ckFFw8esTlZ4kJiuTqhaWpIAaUSw7Dn+fPn+PERYeqJIVMvi3aBaVc0J+csVyvibJm6LZuTU9zUsd93mHqZs1Vnx3K14W64ZrvfMnV7uq7n+fqC5aplfdLTLK4JSaJNQQyJw3Z3VEtwxFxnWmqW/HhSjHS7e0RKkDTjOKAkWDtTFQ1CK5QxVFXN6clDjNkSSESRUckRgdEV2lSICD44fMoBKKI02GFEhpl6UVJUeZr+k46fDgePVAhVZGStUkeiHySZwy+S0Ec/6ox3HqeP4ljr0AKCS8Tk8xXmq0BdkfsqbZG3zGXdENxEDBZ5bEUCeZufUo5tQlEmzzjPhLqmNCUmWZLSuBAJISf1SJnQMhKSRwuJSwGfDCGBTgkhFD74vH8MkZBClkYBl/0t233Pu9tLxuiYAV8YhNB4cbzKxRwioo/aMiklxLzWUTr/fokjBsv9occVBUYKHjy4YAqO1zc32HnmXnaI29cstKRpWiBCobmtW24pcUnSHTEM/eSJ3uFFYhhuWcaOB2liUSnqecfaD6TdwJu7irv3n/P80QW3l7eM22vWywWqWTKFyL7vubi4oLu/4SRkneql1qSQ9aORhJaSvRI0qxUPTx+wQWKvr/iV5OgGz8fWE1uJCgkRIstFS5IJN/ZEAi7kQVC7bPMgMIFz7ug+mfG2R4tIoQXtYn10qmwhBfQRJ6KloFD5dSWhwAiKsqJsWubgmeZI9IG2qYkJ+n6gXjQMR03l6XqJnyduL98yzRM5HDqyaBq0LticnnN2fsHl9SWX73IXark+QUgojEAKhfMZ57Dbd1RVxcWjU7qu57PPPmUcR6Z5xk+WQzdQlhV1PXB5uWU/WOzscc7SLltciNR1wbNnX2McBr74rKTQJSebE5r1mpOLB1SLZR6OhZkPnj7lZz74gKt3L5Ey4qYDbhKI6GnrismO1KVmGvb4FKjWZ5yfnSOUZh6gZokWkegdbQvV5gxVLZidY54t+8M+D7QieBu4vrmlOX3MxaOnPOkd3/nkBcM0Mo0WFwNG64wxJqKlzpbglOimme39HVWzpqwajAZdGbSUlEWOtBO6JElDs1xz8eABc5B5hSglQkuSVHiXcCHLkbL/Xma212QhRExVsahLFMesjp9w/FQUy5TAYyjEhIg5ZEIpmQMUZMwSEQneO1QyWUgqS1KajleCkCU6MhFDlh1JWWJ9hmVFPOMsKaTAGE0Icy5yzmFM9nYHFyDmFe4wO2bdUMoKb8fcz5RZCB3iMcQj5Q+LlBqRchRcJDF7j5F5QJViJESLizlGbQ6B6+sr7vYHglZEkVPVlcx2OXnc+mvNMe4te96TSCQCShqkPPZlU+aNJ63oY05LjxH+X+beq0fSND3Tu17z+TAZ6bMqy3ZX2/FDzi654Io8ECRIOpE51Z/Qb5B+gI73RwgCpAOtAArL5S4p7u5wZnqmvSlfacPH516ng/frJnkw1AIChI6TbqCqsrIiI554zH1f99HRIU4EXt/eUNdbJIJvhKA6u8txWpDkWcyClkBQMaM8WAICrRIyYXl7d83D1x+T9Fu0iEUgEjsT9N3HqN5QP/2Ko+tb1pMpb7/7LkdnhzSm4/b2gm++/oJsOedHV3Pe+J5PcwUyPm9SxHnAqpRl1xMWa548ep/1TcujT37D6XbJH6SBN3cMXz0Z0wjJ8eEh+0czHt075/LqNZv1mvVmFV/8zmCHlUc5HJpW8znjskBJT54lzBdz2rqJsBXvSUTU5AoiE9UN4/b89pbNro6ifQ/BC9reYqxDCQFKkKQJ3sUokxCg73usjbG5fTfEmpQTZgdnLFYbrq+uSbKMtuvYSzIOT84IwdNuVzSdYTG/pbWWIi9om4Zf/e0v2e7WeOcAhRAJq3XDbvuam/kGneSorGS7q2MqZFEhNByfnTKeThmPx7x49YJiPOX0/D53799nNJ2SjyIVvq53uK5jvr5lt7zm7vkpQUk2Tcd2dcNm4cm1Yjo5iKsq12GaNZ2KRxDvA2VRIlwfKfF2y6waoasJBYHtasVkMuXg6BjTNrR1w3pdIyuDSxJUklGUFUpFELccunKtYnHTg0oFqXDECU6LeMNItYzXIgJ5loPQoFKK0Yhqssd8vmC33WJCwARAD9MakZmaZgnWB0SIihstJTKA6Vu0njAucrIs/b116ntRLEXwiDQnhBoZAkpCogUQc7zzJMEi8d5DcGy2S8pRGf24wZMowLkobldyAGSE+AInxBRGErRKEMGi8LHoIQdupUWjI+8yeJzrwPZ00lJqjTMtve1BimixGq533gcSBMI7jDPkWhGcoLM9SoINHqVTpEyZb1uuV1vWbYdTOrp8hIwdNIIwfN8IEVcLwxgffPRYa50giP8+bx1Cyqj7DPHy5wZLIyIeQ9bNjpv1im2z5gJLKQLi5A5H+YhSJ6y9pvOOzkVJVKoFZZpxZzfn/utPUesNUkYAifIOlSTRjdRuuPv0C84u39BkBetJycsXXzG/fUUx3ePk5ITJdERbJHwioj2x6nesb6+jhEp5gkpiRK6TjDcdi+UGMT7jq+ol5+trjtrA2Tev+ODNguvDKS8+eJsvlw2rzZztOqYhjkfjQUAcp4jlKloLo4LCkKcq7hytoe17mr4nQ0fMngCvPEmWRsH+EBvrQ0TfiRDJpz7ESBEJ6CyCW6wH5xw6TUh6S1UUlGmCELDb7bi5mXN2Z0zT9VxcXLLebJhMSsrxhNnBEZPZIev1kk3bYazl6uYa46LIHgRCaaZ7Uw5nM7arNa7dsluvWM7nZEHx7vs/QKcFt4sYP9xbgwwCtMIpSJOUB48e8UK/pLGW9a6lNpY9P0ES6DYLdvMrrl5+jcSAmTKbnTKaTLi+usF4z2Q8pSyKmIxZxwNXqjQyzQgO2jqmmV7PV3hrqOsW2j7Sy1VCluW8/fb7zG/nzBdzrm/nXN0umdeXfPblV7x48YLNZo33YTCkRLdemqbgA3mSMKr2mHqBVAnGC7IiQwqPzlKUkowmE8Lwc+tMz2dffkHfezrj0XmB9Z6sKEjSDCGjJjNPJPloxq6uCcGzWS4pkpSqLJlOp9w5PSbLst9bp74XxRICQaaYoCiFi4mIzg7xspIgBl4kCoFBqwQfJFlSgO8IwhJk7PqU1Dgb42C9i6h8EQR125Gl0XLoXRiONwJrifzLRIMQ8RNHK4zbYZWgD7GYkcQ3lhNqcDa0UX8ZDMJBnhUURUVneqQaMsuVxgKresfr2yVbC1ZqhJR/j7/4LY1I4nzcuQoh8H0s/tZ7pJZYD5mO+daBQHAWnSaAoDE9UsvBsQBJnnN6eooXMN8sqduGV4vbSGfyglOd8mCUcREKhBDsetBegOvZSE2zd0TS1dB7hIv7YvqeadD8wYunKEfsxpKE8XrH0cVrZnWNKVO2VUUYj9GHh0wfv82eCvRffcxitUGYHi8kqY+g11nv+Nl1y99OOsrjE74Zn/DPL35L5iOdqWjWPHq+5K1Xr/jRZMpXZ6f87eGU1egO1XTCuBphfWC5XNJ+9inWrDGmwwRH2hsUnsR4NrsGKRNc8BjrETJQZCnOxT1omuZkmY5HPOcIQaKTPF5kfU+Qgq5tyKooWBdK03WWQkNVjVFKRHCF1NTGYp3A9NFFNNmbsDebcP7wEfmoou5aeudRaU5vbNz1WYd3cZK4d36PR289oe06goebNy+4fPOKYjTlnfc+4NGTd+l7RzG+JZ9f89vffUThepbLBZPpBCct1d6MJ+M9Qogw5jzPyLOMZ19+xuunX6B8z255S5ErXr14hhOKO4/eIc/GvLl8gw+wXNyQJYo8TTG2o98tEX2K0EXUKgbJyekdwFCMSq7mS1IPVVVhgyfNMtI8JysL0l3Outnx8uVrPvnkY5bL5Xe2QiWj0UOlMYlSJQqpFKOyIqBJknyAeDuadofSUXzedls6Y9jUXaSqCUXwkoAmU4qiLMnTNP770xTwpEmUF/k+poe++/gd7t65g9YarRVBQ9t9zzN4CJ5AilAVwUfDfHA2dkw+YNuWNMtwviNVkmbYAwYZC54k7saCc5jefAeX0CIqfVIhaK2PhxEbW/kQPE5FH7CQATsAaX3wBBdo6g2BlNo2qGHhHHxAyYAQce/WG6KESUcgglQpuiixTcC7loBn1XRcbVqaIBBpEuM4pUKpJB5AdOxonLVkaRpx+cPY512Iu8wg0GroOoWAAbsnlKI3UToiIF5dhcQaR5aXPLh3H/ES1qs1666G5TXWOtztnLfkZ7yvEnYUXB/c56kcs2oanDf8h/2HzA7u8HD5ipMXX+DbjtR5BH3ssnxKEJ472zWnzWcoCZnKYdfTrte411c8vV7w5r138cGhXcr50R2u5lc0A7FnnOZUx4f8dl9Si4S9smRe7uPlFMUa4T3gEID0PYfL1xyvXvOH2YiLD37K+tEP2JwcsPaB1WTFbtPy+uIlF5cvUTrghMTYwPpmSQA0HoWIkOfgCQI29Q7bO4JK6JsdAciFQilH27WUWULbtTEfh0AiNTpP2HXRLolQWB/TLtvWkKY5OoXx3gH5aMTYGbSGvdmU1WbNtukYT2aMqjEP792j6zq++PxTVpsFXdOAt9w9O2W3WVOMp7RtTzHe40QqDmZ73Dm/TzGesFitEWkGOuPOvQeslre8evWG3lhms0N6YwlB8ujxI2azGUrAq6df8eVnn7C5fcPx/oTtdsVu69k1LXUfKKeHjCaHVOMZr59+Qa4Meaaoqjjimr6mbxqS3FJUksn0AGsd201DqFvK6QGT2QGmbVFpHPel8lFGdBW4nS+4ub6hbzuaJn4QaB3Lj1IqXqGFiEeZELAhxt3WpolMA9MhZGC9jsUsBIFMMoJKkEKjdU5RJCiVUYxKymqMMRbn/BCqFr3gRZFzduc+RZYjAOM81vWkIaHbNhhjfm+Z+t4Uy95aUqFBKaxrEXh8CEitUIPFSUpBkJ4qTdiZBqNzMqL7BuIOwngXi5/p496QQk6D+gAAIABJREFUCLyVStLaPkpFEISg6HuHdYMsyEdwcB8cnfMstzGeVYVAmWcDm9KhZUTHSSHJk5Q8zUjzEmEdxgWyckqz6wk42q5hue3ZGQ8qBSRJkkUe80Di8daiRWRy9t4hlUKnCm98HM0ZiOi+J+BByYHkLmJ8hdQo5MAC9XgC3kcHTFUUvPXgAc9fvGSxWrHqGoJY4Mqe2UZyp+vZ6y2HX3/Ko+mUF3ff42l+wM61vHYpV9MnvJVO+OD1F6j5LQRD6gWCHq10HGPHJfnxCeFwL37ILeeYF1co7/DLDZuuZVRUTKqKWe+xTYPXmjIruHvnnNn+Q1oSknTCzasLros9it01OlgQ7tuXB1IkiABpU3P+y1/C7z5jc3LO5mc/5uYnP2Z9d4F1PZfXb/De0RpLMIHeAz4M8ARJMoAZatvHKGQhqU108Og0wYgG2/XR7+9ykkTEY53SdJZIKiqm8YNa5czXO2wfYcTGOqSWTKYVRZHR7BRNs+M2OJbL5XCkeIVznvPzB9y9e4/z8wfIl4GdgN1ujfA9MgimoxE66RhVBdj96DIJnsViwa4ztMZTjCe8c3rKxeVrfvvRr7m8XTOdzJE6oW0bvn7+isODA9p6i+tqRuMJvt1CEBwf32W7iZ7w1fob8mrKnXtvMZ5O0SiuXn/DZJJTZhq8jfttYmfW1jXGeK5u52ipuPfOMdXpXdBJJPr3Y4w11Ku4Q5TCc3N9ydWbC5ptE7myUsd7Q3ADDyVyFTrbgw/UdY3xLhKofGxKgojyPghU1RihJbZ3CKGjDMwnkcpuLU3TMp1OUTrmHx0cHpIWY/oQj4x116CEIJUKrRTzZU1b1/HF9nse34tiKYB2t0bkGQZNQFPmCufNYImTMUg+0Tjv8EEgBphCmiaYviZTAjcAeHvvouTGSxpjaX1ga3rqrkV6F+EJStG0JrpyRGzVlFJY70iyFJFovIko/K0xVGVJohRBRGp38Ia6t+jOkPWWsvB4qTk5OGZ8cMrFxWvm2w2rxuKUxhMiLkpEMMCgc49RCzAUvDg2eScQSiL9tzi3gExS1Le2vq6NoAdjSdIEJWU8cgiw3oPwQ/F07I2nFI9TXr55yeXtnHXX0BPoJiP+6TzwwBmU9JTzS97bLbl/MuPp8RM+CjN66/gyOaS6p3lv9Tckfexig9Swd4B/+wF777yNfXBOXo3AGtwnHzOqDe9//ZIPbq+4LkZcTmaUwfDTy2/ILHgU/ctXzD/+ijfHj1ndfwv98G0mJwf8anbEve0XOKGQQuGDBRFD1LwAFTSEyB+dPPuc/Vdf8uDP/3fOq4rf5jlLH7gQEmygtj0yxGgQ6zxt16ESTZFlOMALQdcZpBc0TUPiHb0LCOfIEx2hC8bQ2Z5UpyTlhKyccHp+j+lsD4Xg4uUrtpslDkHv1iACXV9jXcF2t2K9WSM2ir7raeqGNEtRUnH56gXNesXp6QnjqqTZLmk2Gy5fPmf/6Jg8kUhVUddb6r7GmoZWaWSSD3vswMeffIpQitPTMw5OH1I3LfNtHXWpIXC9uubNzZIqS6hSwSTL2D/YJxWBXEU2qFwusOs1n330az7+9UfcuX+f06NDqqxEeU+7a0iKnjwryJMUrVKkgrbfMRsXVKMx3vaEvgM8uswZ5yeUk5JxkXDx4gVXl1csrq9omhoXPFmag5B42+OJdH4zTJLWWrx1NG2DTCI93vlAVY0o85IiSxmPKvKyxBGwBiaTfbRMqUYT8nKKzEqKchR7KClJshRVVGx7g3Me07fxGDjkt8vtitI2fLhX8b8Vv78kfk+KpUcHi1AVvY9peAGLEhpnmmHP6EEplFBkWYLqLX1Q9F6QiEHPTKBzjnXT4InZ0W3fs9rtaGyg8z4WOx8dEAExxIjKGG3ro0yn62JXWpYFQSp2u5p101IVJZmSqCEGVQiB8YC1mO2abWvwCE6PT2mFYt70mMGwH1Ao4gvUBxG7VimG5baIueIuRllIGTtNqSLm7dtgM+8twVmyJEOpBGN9DOUyPQqigD8OrhCg7w1t3TAdlzx+cI8ky3n25g11s+NWSv7N/ohXk5Rf3NRU3uH7huQ2MBtvEfkE5xwExTqtMEqTCE2QEl2WyB+9R/jjf4bfPyJJQOqA8oHs4AArA6nwjNqOg3bNB8vnpMQ9rhbx+xM+5fC248nilsXXn/Lnv/hTDn/2C357/i5/ePU5J90CgsLj0aIgCI0IPU54VPCkJBgs0nrUquZk/YZTIfmFznmmJf9XCPyVsywSjVQRJ9e5SIMqR+No1wsSZxt652ico+8jzHm2PyFPNdZ5jHGRPyAlQmUc37nP+f3HpEVOnqVU4z1ePf+Gm8vXUc5me+q6RgjBZruhN46u62jahuAtWao5OzpGe8d6fsNuvUBrzXa7Yrvd8urlSwD2ZgdMD0/pFWxWS0QIpEnCZHZIogu0Srlz/pC0qJjs77N/7wm99axW69jl9h3ONGw3KzIZOJlV2M0lXdPTuh49njAex9gKIRW38yXzq0u0lpjtkkzDeFzg2GB1wd3pAZv1GtNasjx6zfN8hO86pGxori9wSlHs7SF1Qug6pA/sjffYm+zx8Pyc5bqh3nXYIS63sz3OOdq+i/Eo3kd4tLFY5yKX1nvyPCdLS4p8wmw6YTqdkJU5CEHb9lgj6I1Fa0tva3QuqAdQdZZntE1L0kX7ZN8b3GZNfbWlKBP+4LjigwczplVGkir+p++9zpJAkTbYUKBUQRggvt52UVIw7CaD9dho0ScRirqrMST4EFiuNux2a3Ztx6buKcpx9CC7wK538QcUYmfmRZT4Bx+QOsF7H+EAUqBUzOZxvcH7hjzPGI2iGHiz2eDKgiJL0SpGuzrrsT5eokNnaPuOXdNzO18RdD4ULxf1nAAuAiDSIZM8UlDkAISQEQIi4shDiEJdoURkR6qoQdM6GbpoS/DxAi6kRPgALpDqLDqQQszO7rqO0WjMo/sFAsmzFy/pm55d2PG8KDFHJW+vW87rnkwKLvMKEQKFVgivmba3pNKTjCpUkaNPjhDv/pCtSjEyOq2E1nhr2XaG/SzD5QmhbaI2NAgsAi1jEJ0IHokniATjA14E0sWKXd9TPnjMr1/8gP/kza9JZcbt2w95dnCCThOE9cjVhuPlkmJ+zay9wZs1InwbByCZmsBPTOBHTcd/qxX/SyX4i1zQBxePY1KzqZuYNmijhsAGQWM9mRLIJCXLC9q2ju4rRLTKJik6L6gmU27nt3S2pyhyyqxkPJ3hnUMrCd5S77Y0jcE4yMsJqJ5t1xOEZ7p/wOzwEOkCzSpGRBhjyIoMrVPSLCcEwc3lJUU1oipzkJLXF6/Zm04RecnOtDROM9o/RmUVXZCgo6XzsNrHe4O1DUI4Tk/2Ed5w8c2XLJs5nQff9GxWr5EEnO1p2h2rzY7VdoeaL+jrNVWVY/1oMCUk1PuHjKoJF6sLjOlRWsf9ZJ2S5GNG+xYvNZiOrmvp6yHF01hOD/f5yQ/fxxiD1s8wVlKOp7y6vOR6vqA1UZMsRbTE9tbF5wEBCMpiD60y+s6xXDV0PeRlj9RJDCvsLFmas2t6hFb4LlCUOWWeQR9hO6Ht2Z8FnqQ73nskqNIJVSYpM4VUu4i028V4m9/3+F4USwFkStCbllCUKFnizTaO3TYKtJ1zoCKIV4ZojhehY7le0bZ1pAcpSYOiDYLdukZliqoaU033WK43SCEjgNZHYapQkKok7kq6DussCXGn5X1ckocQ4QB5mg9hVC2Jilfl755YHzuWgKRvLLv2AkgZgsQjRy/6MGNhlEMkr5QEFyVEpovRFbENitY/pSOOPyESvp23BEn8wTo7RMrGQLEwfBAoCTZiAUBGv3tvPKrpqKqKh+f3sG3PYrFEBTBty1WesxinvKxyHk4PWRcplQ8Em1D4lvF2jXjvCc39u8izc1xasaobkralADSC3oMKkur8HjhHqcB/8iV2W6Or6P/d3lyTCAH0w1MXuK0O+D//6Z9SvPcei51h2QquP/wznr77c2YjzfHEocucHEXftHgk16RkvSVf3nD3o19x7/J3ZJYIVcEAmkDPI6P4H9aOP2sD/2Kv4KkXaJngg2ZbN9Rdj5cKITUiyUnznEAUoEsf96WJjooGD5GXime33WGdY7feMtubkGhBOSrx1iC8oqri2qia7lOOxkynU4KIIOC96YSToyOwlqdfP0UVVTxqeENXb8iyLB7rnKNtGrKyYnZ0xG8++Zh107HqBV6PmBzeQaYlXqYIneGEQCcJHotIBGd3j3j48JTJ3hjT9rS7OWa7jxJQBwGyo61b2q7n9nbLaltzs65Zti0H44L92QgfQkwXzUtePnvOyZ17zA4Oub29pd01+NxTSKg3C6pRxd7xMU4IpJNkRYY1BoPD9D1lIvj5e/f4k1/8kKQ65vXNmj//i79AyQiF2Q4Z7d4FsrQkKyrarmc0KkBqehvQSpKrFOslTecJfU+eZRTFGGOiDA4rkNqiE0GvBLM05+10xvvHJzweLTiYamRRImyNXb/B3r4EXyNcjcxm0Wb2ex7fi2KJEAjbIUMSRyUbcNZRpuCDxzqD1inOxmONUCpKg2xHXW/ovUcmEicEIkmZHowwvWe1WrLolhRlzriqaHoThepKoJSI3ZyU4AIi0THYzMZCKmWkqXtvkaKjLAoEUDcN601NXuQRGiyIMqfg8QEkWQQEy4BERHyYUFEGpTQCQZrEHBGEiHsa59FptOAJAULJ2PmGaPT3hCFHScTL+YCj8wK8ix7noamMZHAhCcRf0zri77wTmMZSJCl3jk9Ih+Awu93SmB5fjHmaZbz0HdV6QVGMObIb7u2uGB9NST98jzCeofKS9a5hVW948vgeQipciKR7mShm5w+wR0c0i2vyi2tkVXLw7tvs5ktm+Qixami2c5yArtzn6c/+Cf3DdwhkvJ4v6G1Cmie8Hk2wleRB85zR1Ut0b/CtQcmSXuSs94+Ynz3k5vgBF7+7y/sf/xWzZgG+QYqeJPayKO/5J13GydrwP5eaT01AZQpUgg0xvkM4KPKcLM9ifIX4likYqJuGVKf4PFDXO7RU7M8OaLueeldzcz1HJ4Eqz1jP56RJyv37D6kme8gkicYCa9js1hwdn/Lo8Vucnpzw2e9+y8n5PQ72D/DecX11wbOvP6c1hukQwtd0PWK7Y1139CQ8fXbBH937AdPZMT0pJuiYdqhjyFrnaiaTgidP7nN4OEKpqNLIipS7jx9QrxYcTGcsyxFt3YKDut6RjPbZfPUFIWlY1GuckiTjMYWFfMh30tstF5dvOL33iHd+9Ae4vmNxe0XftbR1w+tXzyFJqCYT6u0WEQJZnpOhmB0o8jQg2msmZYoeZfSm5M/+5J/z8mrBl09f8OuPfs3zly9Qacbx2SlNb7FEcEgIQ1qq0rTWoDxkMqHMR2R5GT/whKfKc0KIihZjHPiWVZBsdUWZl4z2Mkz7jEx0OBwyyZB6TNAl4Ud/ghgfw7/4y99bpr4fxdJHs7vG0/Q9aZYSgsbaluAdwVusjd5Q11t0Gp0ttu+RCHSiIn8yQJZnGBMhwOPRmGbX0LeGRCdkqcZ6G79mCFHYTYxXkFKCsHR9Q6KzgUYSM3Oapo9hSlmJdbHzcK6lGlWIYaQXIonZx0KgBtCuEDHxUBH3XomSMftmkPj4obsUPjpbIvAkgjuEihnKwcdRXYhv49+jyVrIKNIPxL87euQtaBVjbdVwEBsAJQz7US0kuU6YjcZsVwvOJmMWqx2XzZYi0XROUC8uKHdzZqaFvKK8f4ItcxAdtjNonXB4OCW4Hu8znNKoEHfHITic6fF1T7a/F8EVQ/Tv8nZJZgNNdcAnd9/lL/cfYfaOyXY9k2yP4CWZEoxHVbSfZYJPknc41Lfce/O7SHJSCYuQokcjjvcPEJs54f0P+SSb8P4v/yWH7S2EXTxyhdh1E+B+I/jvOeR/TASmi1rdLMvp6yaqHHRMCkwSTd93aAKJTqhGOZlOESHQNi3Pnr/k4cNH5EVBCNC2LfVmidnt8NYwnU4Z783YOzih6XuuL17x6tnX9Kbj8PSE8WSPXdMx36w5PTmht5bV4pa225Hkmt1qyXq7obMe8oKthZt1TdATfvgHH6KqQxqf4kRCksW9LdKTZYp3Hp1zdjYjy5Jh6hnWQ0Gwt79PXuTU19e8/c47SKlp6p667Xj6zdeEIqclsH3Zsekcz9/csFptOD6YcdJbztIcmpYvP/uc29sV9x8+Zn//FJUnXL+54Or6Ndt6i85S0jRhvdngpSTPR6R5TtdsQeUEqdluVmxWa6Ss2D884qT3vNV3LJsWLxT5+IDNzZzZbIJpmwiNHghjUqkofs8qHJLOeNI8wQPWBbSOk2eQGoRkYzo+3twwf2b4b/Qpb+9NCUn0O4s0BanZnB4z+eGfohMJ/x+pQ/+/PKL42dOZGikLSpHgMcRIMY13sUOWIXqk27ajbTsa06OLNG4Gvce7aEFUOtqbtIL1bsdqvaQaVYyrMr7A2xaVREuVDwIlE7QWeBc7OmMtWsp4ZAiOrjMIoUiyjErImNW83VFVBUpFw77zAanE0JmEgapOtG/5GK8glY4ZQzpBiRCR+SIgQ8yYdiGGyetEERxYHzFyIYSBkBQQyHgxD4pE6Yiws5YkzaK4liiVEULC8DWs9cg8yjPKssCYPrIH65qq0Oy1Pc1uRxhNEMqw7Xo+CYHXdsOT2yvulilFERUBWZYzHecI3/Ls+S27znL//JxH+1Pq2znb33zE/qtrhOmQtWG12eAbi7WeJE9485/+F/wf65yNg9IGRlkZfdK5QuuUYlQiCKx2HVvv2e7gyW+esrdZcPPzn1Pdv0uvoNuuqGwXnTr7M9aH95m9WJDgh9eJG2h9ijQk/LizvGczfuktvXEoqYckyZ6+j9fqWVkwGY9JVDQLKKURPqCVQuuErmuZL+YgYLfZYvoW27XIRFHkKVmWUVQVo8kYs1xFG2RTM1/cMhqN4goleMqqwlgTp4cspb5pBtq942Z+i0wb5q2ldprq4Jjztz5AJQUWjXMgE48Nhv3DkkePzzk4GJGl8b0B7u+Nk/GDOckzVJqwmN/QrZe89/4H3Dk/o+8DvY2a5fv1lrresFhc0xvH1e2S9XrD9c2Cm/mCs7M7lEWJMz0YQzWecu/J25y+9ZjxbAZS4oPEIkmLEp0m8YOSmMyYjY9AFwjjOD07Q41P2faC2nievnjOw0dvsdg1NL1Dpfl3iZlpEt1rSsU1lc7z2AzoLP6dnuE9GGJslU6xw2FOaYWQgtt6w//6Zcd/9dYJPzw/QEhPCDXu+F1G735ImsSJQvxeZtD3qFj6EJAqoEPUSTkl6I1DByCo4ToSbV2d6bHBs93V9MLDgJH3Q7HyzhHCcHhRgarK2W4d2+2W0WhEmedIAW1n8UTKeWRvR5hCcDHm1jqHN+a7AtSZjlxnJFoj8pxdvaOtuyHkajiyiCFq1lmQKvIyZQSUShWlERFVFsf26PGOoVpBCpwVSB+jDoJj8KRHR1Lc70QsnVTxoBM7zLgdFzEeMfrWXcTHOcAHR+8MjkAiiBncgMoj21NYwyRV0Hds1nPEaIJMMqwQLAn85uk3vFrOuXtywmw8Yn+6R1mMSERJ3+zYrWra8YhXT7/m4N/9kruffk4wG5wNlLKgl9BLibKBrofD7TX/5Vs/5S8Xnm1T01nL6fkdlNS01lFv5xBAhYCw4Ej56N0fcS/rmLz1hLFOuNg0pAScsaT1jnR7Sz+Z0qYFWb+J1kU8MgSETPEocq841QXCrlAirprLvEDphKOjI47395iNypjH5D2m7b9zgVnnmCUJVVXRtDXL5YKua7Bdy93TU2Tw9F2H8462rem6hogPVJRFRdM0mLZjvbghTVNGRcHZnbvsHRxgu4aX+3t889UXfLFcM99u6MKWZN2zf/ctqtkJUpUgcoQWWN9RVjlP3rvLvftH6GQI9xu6r/j4e2/6EOU5tjOMihJpDU+//ILj0x1ZNeH45JDeNvHQc31NX9ekSsW0VBm4Xdb4cM1yseRwNuP6TcGr0TOm+wcslte899OfMzk4oN51ZOMZmVYsL98MQJl48RYCJvtHSJ0w0TlZNaURJV//9lP+5j/8e75+9ozOwf7xKetXlyRpznYbvfBlWcTU0DRGU8T3KyCJ6zQBaZogtI7yOh/zuxCe3ngEYE3gutnwxUjy+O1zsmmJPJ6Rnx4jdRKntX8EogHfk2IZAvQhYLqOoPK4O5QaJ9JICLENMX413sfkMM4GAcZ6fGfJ85w8z7Eu4F30NOtEIJWO+C81Yle3NIPwdDSq0Kqn6z2dNQSp4ig+aLOklPHr4CMyLXjwggIZy+pwuKmbhjzPo70rzQaBbBp3qjKmPRLCEIoGWsmBvKMi9NYTIzo1wwivY9ohoNIoD3LGIolFL0Zb6O84nCHE0cS5OO72pidLI9XdexdF7anCOEtnenQed5gB8FIiywrf97hmSxFinvVutyUUEMoCOziMXq923G6ecjCpeHT3lOO9GYeHJzw8O6J4WJKmOfZ3nzP9+Etor1HBIwj0oceNj/j04c/4xo4hTVAbz0McT+6ecmsDt4sFYCmrlO3tnBAMMkhSnSBl4CBNmB0+pkwsxvX0veFY9UhhWRpL9vIl+zpgpiOMThB97ApjlxABzRKBFCk/vnPOv7pZR9rSAGkWWDarFcFari4MIjis6cl1yqQakadpDEoLMb+lNx3GdigFZ/fucnJ8RFfvWC1uQcKu3pBv5ux2HUVeMBqPcc5QFikvnn3Fwf4+SV5Q5NFF0nZdZHM2LQbJ9XrLpu64+/iY6dEZndPIIEiLgBeO0zszfvjjx0z2imEnHn9uw7uJb/3yf/81Um82BBs4ODhGmBZneprNmtv5DSrNmIxKyjxlOi65c3zIeDRm19Sstxua7haHYjyeIhFkUjJOE6ZlDq5jefUGpTLS0RQvE/L9GWOtUU1Nv1mghGFvf4/R9JigU5TK6XvPZtOwnN+wnN+yXizpgyAIRaoVQQjyvGBcjRmNRljTYb2PjjslyYqccTmKXaeIzZIaCjw+YFszSA0lfV0T+h5VKLo8pzs+ZvzoFFmmDIE8/1F16ntRLF2ArYWu79j5LrbyaYrGkCuJDgotIUsVfd9Gx42UscjaGHErk4B0McpSSTXEOvhYTCSIRFCNYibwrq4JAoqsJEkk3WIZM3iEHPzlkWwihB8kix6tItAjDM6i4GO+R1EUg4/dD971CCOF+OkWvts3+u+oLVJpvIuxv1rKaJANPqLjfNSHBefxwg0jvUMqDV4O/vUARC+xkAHrDUJLlJY4G11J3loQdghhklGXaQw+y6NEJQ34NiC1IJ1MoN4hupZcWjSS5XaFcZby4BCdl99FM1zMN2xXG959eM7+ZMpoNKHQAnPxmukXnyHNBkmHFAGBhWzG05/+Ef9S36fxcSeUpQnPbgOjbs5u19C7nuWtJs9zEulJy5LgPAmQCrg3MkyLnPXqhlwGygASg3l1wWjbUjWr+DoaV1FlgI9dWGijW4q4m5ZpyTuHZ3yY7vh3z75CSDC2JUkk6/WS+XxBCD7qeIXkaJay3G44mO4xGY8RwpNlmiopsbYnV5KTo0PKImN/MuLs7BgvFJJAvV4gVcp0Nma5uKYoM7zr2Cxbdss59996Qt/U1E3N06ff8PnnX/Dq5StaY9m2nqza5+GTD5HZCMfAOJWWh49PeP/Dh+RFFhsIEQEcf/cQ/yAaIYQwTOIJqJTWtGRkSCk4PT3g408+4pvnz3lw/yH7Vcm4KPHVmOPTEyySTz7/LE5pxhOC4PjkmElZkOc5WickSYbUKUmaUs322XU9m8trJrMpm+UN3fo2gnnHU5JcI7IRbd3R9h2Tcckf/eFPqcqEf/UX/5rfffY1bdsiVEKSZowme2R5iVQaLRR5opCJpixLyqrADzxSO4jYCY4sTXDGowQsb+cx/kVE8HaZlRw/us/BOw9QqQJhv/uI+X9pKoHvSbG0PnC9rvEyDAlwEX2lRUB6R5YIilSQuLiHkELgtURlCXQGYxxt20cchSQSoUUMlgoDoCAQSLSiGhUAbLdb8IGyqjg4mLJeN7HwShAywiu0yEi0IkniaJ8IFb2mxG4uld+Kv6MeTKAihV3Fjlf4iLAPgBYKZy1aa/q+H/zG8dNfDoXd+QGJL6KbhxDjQL2KBROhSHT63T6UELNEMN2Qby5J0hzfd2idx2B6EQ9NDJrOKDMajj06QTiH0jnVaEoaJMFatLEgJYvtjm2Acu+Q0d4BTRCEPmCNRRrHpO9QV5eENzfoj74i//Jrgm+HQxdIWdB+8Mc8vfuIvMnJZEqQgvF4TKYF3nnGeyPyvEQlmrbesT+uEM7S7mrKRPLO0YjE1NzOl0yUJwPS4LGvXnP0V3+NPDnDW48oCoSPPyPigI5Do9FINFJmNKcHiDzlJ+kpv3r5HBlstK4qTZJomr5FCIEVkKQpu84ySgRZklDkOXmecXl9wWxvn6IomI0qsI7dcsH07l1UmlLvdlxfvSbPC45PzkiSIiofhoRFb3t2u5bNYs56vMfr6xtevnnN7WLLtrG8uZ5T7R3xgx//nKyYxmjoTBOE5fz+HT784SPSVANu6Cj/4dv820L5bVcZWQKS2eERb3/4A37zb/4tRZay2a1Yr5eMy5QkGJ5/9SVHx3eYTvfomgbjAnsHB5yenrPbRWNDORozmU6ZjEYkSUrrA5suUHaO3gl8EFTTPW5evGBnOlZXF9TzN1TVBJFkhPUKkXm2u5a2t7hNJMufHh3xz/74j8iqCc/e3LBe13QuoHVEt6VpQpIkFEWG0grjPPVmh3U9xvT0xgCC4Bx6AEM7Y9ltG4KIt4AiTdFpSjKukFoOz9GgVuHv+vJ/7PG9KJYBoiXw23ZYxeJjXQwj6ztH3XkEjiJXEfyZCJIkRckOFyKGPgBZnoJ1JDouhL89jDjr0NLM4hnGAAAgAElEQVSTCMFkVGGNYb3d4AVkSUZZJOToaL9yBqnE4DaJIupAvMD7gWwUvMCZuKD33pMkGq2T4UmPnSiRfRF/GIOdMnhIk2yQGcXdZdxfxl+XSuNc5Px5b/EB0kTT9vFwZZzl26FLCEnvA2la0Hd9RIu5gFI53gfSpIjfvxDR4WNjB5zohL6zQJQ0WSfIk4w87SlVxiwI7lQ567Jkl6U0PmDqOcf5hMnRAR/amnev1kxf/VtCHeiXO/JqgvzgfcJXn5DULaBxaow6uUM2mVBIyabu6TtL73pkMIzKEWVZ0LUbKlmyXdxitWSSwv29ir1RSTBxvNUyZZKXsFliXj3n3r/+a7zzmKMD5M0SxiNEvUPZGkjxxNROHyRK5PjygN29u/Sm5U5ZkKuUZecQCmzfURQ5TWswBGzwGNtTZtGQ4ENgsVjQdz3FqOLq6opEJ5jTU84ODrCm4dk337DcrCNVPwTu3btHW7csV1tW2xUES7vdkCmJsJ6LNxeofMzFzZxt49HljJD17J1UPH7yLpPZCUFlIAUew/0HZ/zox2/FQimiPzq+ruJb5vcFbQ03QSBg+46yLDnY3+Pi9Td8tbzAttuoCjANu7Yjq8Yc3U0QUpCPRrz74Q+4/+gRMlia5TVSaYqyRCclZTnl3rsfUE6m1G3L8nbFwd0R49mM1ZuX9PWOyWiKzgo649neLOjcHGSCTDK2reXi8pabxZxtvWM8KkmThDxL8U2PcBZnOoKW9K7D9Lv4gRMCbVMjZQwztN7T9SbGUKMo0ggwViKgdIpKEtK8oKjGvL68omk6qir7bkf5HzeEf4+KZSCq96WKvukQfExe1Apv5cC+07SbljxzVOPhAu0CQkkcnt5ZsEQPtpQoJYfcZBHHFmshCGSI3U3YbOi7nkRnkVE5uEykTuO+byhiPpIvIESrZAgMR6T4YoxQgEEnGQTBxF2njAQQEFFcrlUsjsAADY5Xbk88SGmtY9cX3BDJGX+/G8bwIKMtUgTIi2IAzwa0SsjzEtsbBOEfXM69j4i6WJTjmiLNc7IsEEKH9RGY3A4Eo1xqijRlPJ3x1r1z5NkJFkGZJuwrj1yvSX9zQ/n0GcFK3GhM9s5DxH/+n6FPzpj/8lfsv34Bv/0YdblgqSwvbxesW0Ufdd4kSU5RpIjQsbpdU5QViXBI36HRnB0ecDAu6eoNXbNlOplSFSV6s6V/9pT7f/1/k9VbmvOH2CShG5WoYsThs2+oeksQPRqN49vjWEV3ekpX6Cjars133EpnI+3Gu0CaZZi6xgkw3qITzWx/nypL2S6XbOstrelQUpHqBOWj9XJUpvigY0yJlkxGY3wQXFxesdrtWKzXbHdrUiGYjsdIFLbu6Z+/YmsCqhjx8PEDjh60NG2PTFKcyiPBHc/5+Qk/+fk7ZEUC/N3Y/Xdmk797u4fw9/8//tc5z5uXr/nVL/89btPw3uOHWO+5urqmKkpmR/c4fRB5m2mWRw99qknzjHE1JpiO9e0VL7/+lN3yhoCi2ttjdvaIsyfvxzXHzRVXr16SaMVkb8JaBNIsZ3xwwGq5AacHiVu0lHqV0FnL5e2Cjz//nLqtmewdYqxBKBkLpneo4HBtg7Um5ueIuLpKZMB7i3Ah5lUJgTWBNFcE2yK9R+uUrCxJi4LRaILQOS9eXfPl1y/44Q/ejv4g8e1zNkjs/pHH96JYAlFoncSuSiuNNVG0rWVM2UNIbLAElbLYbXFaE2QCMv5ZkSiM9QTjCLQIURC8RMiBUygArQgmSjd0ohmNxmy3Ozbbmr3xDCUU3hmE99/C0CEIlJQY45BBI6TCGD+Mt0M0rpTDcSfuxoQUA+4NIEobAh5vfRzHvUM48Z3FUQiB9w5rv8VWRShq3EvquEdVargExu5UqniEMtZijEHpNMKRBQM4wsY/Yx3BO5zwZEkShUdaoxOHMpaOgEgEjVFct4ZL2fNICDIBI2u5kxXkZUawHdWra/Svfoe9nOMbKN9/gPzv/muS0/vo0Qjnofj5LyDPsL/8iEwlTM/voNuUtDeURUGaaPKioK13bDcbsrygFAFlavZLxYO7h0wKSdfcIryhyhRVltGt5oi/+iWPf/s35G1Dd3BOeOc9Vrs15XRKMp8zvXxOoP9/mHuTGNuy60zv293pbht9xOu7zGQmySRNURRFqSRSFEUIAqqMMlwSDFkwYBgeGjDgsT31yBMb9sA1qPLABVhGlatgqACXREmlpiiRlNhm+/omXvQRtzvN7jzYJ15SNCUb8CQv8JAvXr7MuHHvueusvdb/fz8qeiIKSY4UBX56nfnVqzTaInLF8uicpoeugEgfdh/J84ymaRJ0WQtWq4ZFXXP79k2MUZydnLBatVRFRTWoODg5omlqrl/ZZTKaYPKcEALzuuH4Yo51jtPzC85mF2RZRlWWNGdzhAOVOWQjmWzvMVzbpkPTBnAIZEipAEjHvddu8O997g3K0rzS50ZSnj2iDzL9iaP4RwUzzfOeP9vn+eOnjEZjvEyaxOs379CsFly7eo3rN+6isgHVcIBUaRk4nEzQJiVRrs5P0TFy8vI5vq1BZ7TWI0yG1zlZUWL3X+CaBbOXT8nYJpORuW0QWUE1yhIJC4VCsuwsx6cXHJ3NWbaBlRU4cs7mS5TRibsASBf7nKz0c7jOpux5IlVRMKoq0gBLJKShkmRKoTEMCkk5HDNc38RkJctljXWOs7Nzvvvd73Pr1hXGo7JvXmT/i1d5QD/t8bEplkomSIbzjig8+JC20Znq53eghKZzHVFITi5mlFmOzjOid0l8LdOsU0qBsw6T50QSZTzGZGFEaWT/vUAyHEpmi5q6qRmUVXrJQuootVKpaKaBH47UhXWdfVXgkq5cJQhwIDmN0n+B96m7071Tp7+NJfiF/+h4DinO0/sk6o4hImV4JUo3Okv5PrLXVPb8TohkJkPLhG0TQhAgIel6SZFWhrazaC3wPQR5OJ5gioK6bUGJlHteFMRBzsHxCbZZcd6uuLpcEs/m3OkC5mJGPJvTzecoH5PA/myFXNQMJxNW1mMDlGXJ4jt/xfjlM6IuWew/583P/yrl6TlFnqO7ls1uiS0ic5njqoJldCgtubW3R64iy+U5ozwnH1TgHPPHT9n8xh9z8/FjROiwWzusPvlJll3NcmMHi+bN+39KZlcoQur4pUIJDaM9Lt64SZ2Dno44Wc54vlyw8LbX6PVW1dAnXFYly+WKENJcuPOB7/3wB+xsrqUbs7NIrSgHQ9rWsuw67j98wvb2Djdu3SBIiY2ORdvivafuWqB/7W1qBIRUVPmQfDQlK0dENGdn5yyWy3R9ZAV5NWBnZ4c3P3mX4TjDB7A+Ag6pkstM/R2qwBihsx3z+YLReMjbb38G3zievP8Bs8WC6XSDT33mc4yqASbLiDi6ZpWA0zGy1JpyIHFdx3x2wcnJMcGnGIsoFFEolos5Fy+fs3n1BrgEFO4Wp3T1OdVwSAyedjbHBY3QGcVwQN05nj56xvff+ZCz2YpF67FecjGrma/mNHVH8Mmuq6QCndQtXddincVHz8baGkYEcinTCc5IRsMhq1VDYdKWfDAaUQ5GdFEyX9Y435JlGePxgCLP6NoWhlWS+iGIVnB+0eAujz8/5fGxKJZCkHIxOkemdK8RVEhjcD7NBS/b5QCgDV3dYV2DkJ6gAqn5FOQmJ4aI84G2segiw3ZJnGxdoDB5WnzE9KJok5GbRIYxRpHpVKDSETulxEHiUiQ5UrrDex/SZjokorlQIsXxepvCkqRG654a5FM8hlL9sTuko73WCaARY8D1c8r0swryPNkrQ0wkIZMnNJn3KSBdWEd2matOijpAyD4W49UPgNK6j1+ASGJ4zucrsty8mn8GkYKd8tGI4/NTToKlW15wUdcsj47xZNxQBcNVR+klMgRUiITjBfLRM+ZRMLv/kHLVYFrL+IfvIGOHEjmDzT2kaxhHz/a0JFcj9v+Pf8vnP3hKpjMev3mHg89/ltH6GvXylMY1bE/H5EIwOz4m/6t3ufutb7FxPqercuqbb+F2tzlfNXSjKZWtuf3tbzGaHaGER0SBFDkSTbN5C3v7Fu04Q24UmPUx7ckJj+cLmhC4nK4I0nsTYkgAZu/xwdF2CTp9dJgwbMOixEhDQDDe2mFz+xoH+y/wXYuuRhyczZjNZkgp0kKiKMiyCmUqBuNJsus1HaBQeUVRDXEhYBdz2iYVg8xkjEcjtvd2+fTn73F+tgQhKAYlWqfnaeSPub1+4nHZVXrvEMDG2jpSapwNiEqyc+06D/76O6wVBUZqTo8OqVdLyrJEZxl165BZxdrmNsdHZ5ydHBKaOfX5KbZrEVIwmy3Y3N4lk4LV0SGNzrCrGiVAh4itGxbeEQgsF3MCGZ4aJzXZcEo1nnJwfMrByYzzZZ3eAClYrDq885RlhWtbXNdRKo3KMi4jqaWPhLYmSNBljjKqF757xqOK8XiKd5HGdtjlglWXcs3X1kd84fOf5u6dXT75qdfIsuRyCgjaJnByVGOXHtHDtH/a42NRLIF+e3op7E7FxMWeyCNTAdFS4mLAC0BoGtsghUfKtHUGwCXHgG0tIks+aSkS7cZk6Wgs+21z6HWbZZW2p3WzRA2q1MkSibLXQAJKC7ToZ6Aq8RF9cOnIrVUvKbqk1KSje+ypQZdEaCEEwacLOn1/n76XEBhlMNqkCOAYsS5Z8FKCr2eQ5yiTJfRVz3osq4oQAs47upAcRt7HfoGUtKaRlG0Se2ul7SwRgVIpPjSicD6Bi6U2RK2xBFYCgnV8aC84MBl3peVz2nDdagrh0ky5rtH/4v9CSce4WSFCh4oh2c0ISBfJjk8Y3n2Lhek4PDzgrTfexH/9a3yXP2ZKi/65t7m6vcmT/RfkRrC3vU1cLZl9cJ/hN3/E3pOniEJy8fabzG/cROic87bDrm+zeXbOvW9+g3wxR9Ai4qX1M8Nv3Ka+8xrtUNNVgnxtwPFqzpn1vN/OCSESVerEiZEQ0/scnCPXBucS7OTFs6esrU9Yzi4IvkYrz6IN5I+f8ZlPvs3N2/dwXce16zd49713WDlP2zZMxmOED7Q+YEzOaDJlPF0HoZnPl/iQwu2ir18R84ejETvbO6ytb1COhlycOPIqo160LJY1m1tDiqzoTyRpzfeTex1BuoFLqdA6JZ0673n67AVaakqTcT5fcHF4gPAtzXLG/PyUyXhMORyhspJoUlyDFIpMBkKzInYNMkJbt5ydnfLw/n3uvPY6Q53RLeZcnJywv3/M9voUU8kUEGc087BESEuWDxCkeNqNrS28UpwvF8wWKzpnUVrRtRbnHK5zFEYzrgpy3ScRCINSkeWsQQXP+mTC2nBIOSppXMAGiDqR61etTZrMuknCdQ3T9Q0+9zNvcPvmFXpxCBHB7Lzj7LhDOoE8XxL9x7yzhJRYKKRKSHkSOCJdrrGPc4AYHdoomjZJW6QyxJDcLbLvyBDJZx58xNoO2WmKsng17U4aSUCIlOujUnE2RuGjp207xsMhnbO9fUoiBbStJfZbUufSMVfIkJY+MZHThUh3/svlkiAtEVLnl8LWfP98hRBEAUGkrbTRJgF9XZqhpHFnorMrpdK/i4HGJlhtnqVl0HA0ZLVcJfmESPNbRMr38SGkoiB6rV2fq+6cRYoBShuiSMUzymSJk5mmbVq8CDgtcQScbXkXz0FRcrMq+OxScq3V5B5oVrjYAAEZQxLTC0mIBhkc+b/7Fnfu3iVu3WTeLnj44Qds7F5F/covYydD1qYVbdNgyor19QkXp0ecPn7ExuNjzN4252/cIAxKhFIsVx15OWG0rhl+96+48qNvky3PMTHNjyMGxZC4fpXZnbvYSuNzSbE15aytOTu54E+OX/K4bROEpBerJ/L8pcKAPlI5Q0mBtZajw0OyPvJjeXGRNIvZPnvXbrE+nrDyNe89fIBTiuH6OqqusTHy4uiYs7MzRqMJ+WRMPhpTVSW7164mMITQiTIkJVleMKhG5HmB95F6uUx0/xom62PG6wXeBmazFXmh0VrSy4kh/njRFCzrFVmWkcucflpOlmd88N59RllF48EuG8alJsuTsP0HP/genYfR+iYiGyB0zs1rN7m6PcVZmz4DnWUxm+OsZT4/4/TkgCzLOO4s777zA17uv2C5XFJenLNcrui6jqwoWTYN07V1fvFXvko1GTLwkp0re3z3nfdw3rFaLlOEsJK0q5RxJDXgBV2I4ARIRZVrBusj1gYVt65fZ1CWzJYLhNT41rFsLWhN1Bl4T/AtO9vrfPELn+EXvvQzbG1s0HO+cS5yfNKymnmkz8i6Dn9xTuBj7w0XhJ4AFIjpAhBAFESfuJNImUa5PahC64y2szgXEDFgjOrlNhGjEtIshEhd16/sUCENs5DSJNmBCHS2wxhDVuYEIejajtlqRdGLt0N/7AWL7DNwZD8jJKbvF/uNMzEmi6VOXXB0aasthXolRo/4/icWacMnRQ/jMGn8oBVKGsphReuT3U4AnXd47xIhSSXxvJTJpx2BZdsQhSAoATEF10YRCH1+j3MObwMDleRECMjyAtUmR4zJDS4airJkVS+Jl+JmkbRuqyjQwfHQLjnONTeqkk/O4Ip3FC6gY0QJhUek4hU7FB55fEL5v/1zrv+Hv8npnXssBg0vT06QWrO5vsXh6QHDsmBQjVnOWgZ6yI3rd6h2rhEXNWeLOaYoaYNnXK2RffgBez/4FpOXD5AhgPAIoZCUKDNmfv0N/LVr+NzQFBGzN8VVGRcvT3jn8Jg/e/mUFNCRZrz0hVIIiSC+ijDRKkUVSEnPBujobMQ7ECIyXywJCJ4fHvL+++8xGJTcuHGL8/MzLi7Oaduatmk4OT7GOceDJ4/ZvXqN69ducu3qdba2dhiPh8mmJyWZSSAW17MNijwnOJdcYvNl8j/njp29EW3rmC8ceW6oKo2SP64U7KNqxeWfpeXH9vYGAsnpwRmDyRrRaAYKzg5esKw91qW8q4ePnjBbNUl3KwXt7BBha8rcsJzPqesleabY29lgUClePLvP0ckFddOxs71JVg5AZ4hc8uT5A07Pn6KMpn33A8q1NX79zh0GoyGDakDXdhCgKgxaxxTaZ0wK7ZMgtCQ3htF4RJ4ZisxgFJRGUZQaZNIm5+UIUSr8sqF2aVQ3Gld88ed+ga999YusrY0QfWpqiJH53HFysCKEHCMKZIy4RUPdBNAf8yhcIM32+ou1dQ7Zz/e8Tb7SVzodJTBS0UaRUGRRpEiGkOxxQffRmiLNLZ1raVuByfQrQ350vZjX8ypSlkvykJIpLdFook+2Oe98j6wM/bY7dbKd8z3AN40NlFS9fCTDWocRyUIZogBl8EIk/7dPJKUYL+UKIh0bYiDPU9HWWcZqkeIBfPQsW48KqSuOkkTJkZKu68jLkiBJUb25wVuXROv9jUWIkGa+ItC5Dm1TXIOUskfVJR1qjJEsy2m9R1167FVEhIhXES0UQqUlw2O34nAg2cwqfvZCcqvxuB5y4nqARQQIC8Kz+2z84/+B4ud+ifPPfYHx+jpPWseP3n/AZFRSr2YQPbFtMFlOaBylMVAKxkVBdn5B+e4PGdz/IRuHBxBmKS5CJCOAwqCzdWa3P017dY9WtnTGorfWicOMo6MTjk/n/Nmzx8y8JWrJ5WErxSWLXqqWTiSR2INUEvhXinRdFEphOwcxUhUZbVtzdH7GrGmoncc/fc6zp08SzEUL2qZhvpjTdi3n9ZKHz5/y19/7a7bWd7h79zX29q4yXZsynkzIs5zxeEJRDFFKkWVZAqMozWK5gPMzsrLEu8h4mjOZDnDB4UNyf+n+hBRjRPXknEvtpeyJU3u7W2ipaVctq7Mzzl4+5cXRMcPJBlezkhf7+1y8POL04pzlasnTYc79+Yzd7Q1ev3MbRKRpllgb2X9hyTLJxckpJ4dHjEZrZGbMrK4xQlNOt5CDC57ef4HwFm9nfPD+O/y902NENmU1ryGki2QyniJVREVBWeQ47xgMKoZVSVWVGAm5FhgJWqa/gxQ0rkPnSWJlTE5eKdYmE3Z3t/niF9/mE6/dINe92Jn0GT0/azk6tkhRIqNE+IhaLbk4P0AVeX/j+emPj0WxFIASChtcAkYg++MF/TNMAnPvHEIphA0UmSH4PkC91xBal3SZPiZ3g+u3wjEEurpDFgmT5rxDKAEyJfYl50zaNmsRCEokuIXWeGvxwaK0wHuR+JIh4Lsk3xAk3WMM6Y4mlUJF1X/fFBkahACdWJYyxv54HsC79HxFmqtoNEEIXOg4m5/jvAWZPgBt15L12eH0oWytrWltDQvZ4+biq/2okKBF//M6lzb3gAuWZeMYdCVVVaF1xGhB2yUuZlmVKeenh3PISHp9Q0QIi+8z05VP3a5rl/xBIbmV5dy1ms26YRjTz5IhCaQcbzk7Zvr7/5LRn/8R3fWbbOztIdc3YX2ds6Zlsr1Ns1xSuQ71+CFZ0xFOTtCzE/TRS8qmAVapk4waREBHEKLEDW9ydOdN7MYYisgKGOxOkcOC/aMTDo7P+cPHD/iwrXFG9zPjBD3BR6LwSCF64MOPd5wyKXRi36NJyHKDkhpjMlarlpPTc1rnsCHQHh2wbBqic3Q2QTVa5wik7HpJMgY0dcvRyQl5UWJMxmiUOszxeMJoOCGEQJaVIDRaKTpnadsOFyK37t3iy1/5Mjdu7LGxNSQbgRDqI7nQK6V1P4d9dT5P1t3p+pDlYhMtFPV8xva1WwyLgiePHzJvLXVnk3IjMeSZzc7wvuHq1T2Kskxheq4j05KmWTKZlDg/pus8RVWRVxPuP91n9vKCu5/4FCsLH7z7A+7eep293T1mZxeQCfafP0uUBZGiXbJMEzUpqmOwRpZliCjItEaLjul4SFkUrFY1pqzwHs6XK4pqjBOG7d093rx2jdfevMeV3TXGQ52sxKQ3bznrOD1psFaBy4ix127bmvZoH9dZNjb3UKH7W+vUx6JY0ktelFQEmzbiLqQPuJY6HXdtOnbGIDA6p+vDs5QU5FlOvVr1LplE3gkeyqLEe491Fqkc0jqEkGjTd0gydQpSpNmgVJDnBcI6mqYlIqiKMolf+2ObD5ee81T0EoghecIvmZrWOYzJUdrQtikrOwSLoF9SuZREqY1+dWSXUuFcINgWoSStawjeI6JHy4QH8wEyI3FNR9M0DPtQps5ZhqNhAmB4T3AWIwJaKrzviMF/RDsiomSGUQotFcZopFEYFNFCVpRok2GbGttbkKz1hMyklD+hkKGDvGAgM5rW4hvHhwRe6pa7meSmybm2bNGht4DGdFyOocMsZqh3vo959ztomSOVYI1EJBfepS7JxiTcTq1pkoeQdHr0c1FNRRzuMtu+xmr7Kl1ZIDNBV0bGW1ugMw6PT7mYrfjGw4f82fk5VgqC0KnrjT9WFCOv5tMCLj9fScMXQQpNiB7CZdicpLXp+tnd3cPGxBuw1iZaVZuiGgIeqQRCiQRMISYLruvwtWdZL1FSM+t1mMfHJ5RFCUKSF0Ociwm2EdOSpvOOh08e8+1vf4df+MUv8Ru/8WvsXl1nNKnSjC/49DqKH9uIC9lrFQERMUaztbtOvVjipWIw3USEwKxx6HKIMhmya6jKEq0Ng/GQdrXk4eNH3Lt9i7X1LU6OXqa889ZSjSu2NrewTmBVxmR9j9cH2/zV99/hgw8ecO/uaxy+fManPvVZ9q7uMZ/XzLqOs4sLqsEQROrqTW6oCsOwrNLYzXvyLGeQ5Sm/XGuUkqxtbDFftqw6Tz7dZrq+ydbeHrfv3eHqzR3WpiW5Eq8yuWKMnL9c8Oj9Q4rBGjoriEEgCOA6zPyUi/NjJrtXGbAE/zGPwpVSIqUmhA6tk0ZSyASFCLJnCiY5dTq6CkWMKy6dDFWR0yzmhNihtECqJO9wIR2fhcywnmSDNKCIyBCJXXIARES/QU4GfK0kRits1+G1SczDpiaS5lnepcwQo2Ra3EhF2x+7g+g/IP22UmYGa7tUKJUmeIePIX0w+5xyowxSGVy7QmqdlgnB924hT2s7pMqRIrkWijKHHgosdYZ0kW7ZUOqc1gaEzuiaOa77KDA+OXh655HUfWaMIjc5tbZY70AppMqoqjFt1ybKTgAZoXGBqET65SwxCoKBSktEmbFoa7oQOSsk74rIZyvB221kEgwikNxK0FPfFYoM6SUES0ZEdS0hOkKajuCjQoq8X9qkUmmQOJnjiwmrndssdzYRgyFt8Lg8wChj/comznmOT86xXnK4cxOxuUH2zT9ldXGcpi/R9yOcNKtESGKwhOhTYZGpyCM1LoZEQMpLinJAWVRMJlPKwYjBcJ23bt/ijbdaHj1+zP7+C0KIzGdnSGewNsm4hEgkeaV0ymTqhc/J95zINz4ErLWJm6ozxLxFKU1TNyiZYUNaekotWC6X/NEf/hHv/Oh7/KPf+vf5xV/6efL+mmh8S55lacQiNU1Xk2dFWkBGQER0JuhiQzGp2F7bYH42wwzG6HxBWY7wXQdRcH5+zvbmJsuZZj6f8+HDh9y8eZtstMXjg30OLhpu37zG+nSEyXNWneH9B0/IR2ts7e6x//KA09MT3vjEW6hizHln8PPA02cvqFtPMahQJsX2CpXE5SbLKfOcerWkKguK0lAUBVJn6LwkiBwxGLO+M2Vza5Mre1vcuHmF0ThnWGVkql/khoCbW5ZHNQ8+2MdkQwZZSRBprNZ1HSa0HB7sI6RmOBoi62d/q20UPibFUkgJUvdeaUeQaW4kjQKhkTrrL7AEgfAuJT1GmY61wzKH8YDj8xMEqehJdWmRTHOnzqVY3czotADyDv3KIQPOho86gRioyoq6brDWkecJWOG6LnUlSqYO0cY0GoiXMiBABpQSRHzK6QkpX0gA0VpkDJQ6x8fkW3XBk+mCIi+oVw1KJCtd3dhXGckAQqRZmVZ5/1mLtF2X5DlZhnddki7FiG1XdLbpJUwqbdS14YO6kxwAACAASURBVDLI3npP07QMBwGlMpQyCOFTho9KzMazs2NU/8EWUuJCEsIHZ3FSEoXE20hNZKwMo2GFcw5lLfO25S9lxqNJwY4qeHvWsdtYNCBiQr5F4fq9Y0GMKatFCZlCtEjWVkEOCDoh8apEVhXnqsDtbVNujQlG0UpLayLl5oRqa8J5s2J5viR0EvGrv8Lta9fg2VNu3LnDH/3xH3D/ww8IvulxdyQ7akjZm6nzloCirIaMp2vs7O2yMd14JenROqMajqDXUgYCW1nGjZu3WSzmvHjxnHfe+QGPHj1gNjunaWuCtVjb4ZztuaRJbialQMg+GjYm84RWBqELfIhkRYEQCq3KZOvTGqEiUnoyJTg9OuUf/8//hEdPn/Dbv/ObGK1BaJarhkFVpQVglvfrrP5IKgLGSD7x5j3iG6/RNZ6Xzw7Zunqdo6NDBuMhJ4cvEEKymEcGuWF7e5fVYkXTOBYrR5aPIHd8+933+PCg5ZOfep1rNzcQwwGH+w85e/oCoTJMpjnYP6QoC6zQDFYwbRTff/8BqzaZT4RWDEYD2tUKYzIQ0LUNwoMMgqwc0tiONiq0ySmGE67uXmdjc8rVaxvsbE8YlAYtA7Kf3YUucnY4Z/l0xupwDj4ymYzIhWK2XNIsawbVmNbB3GnWxiXm9D65bl993n7a42NRLCMRYRTepqxvITTEFJsqtEpaRalwzr+6SzvbJTipt2RKMB2NWMwuCM4j8ywN/4VMkbf9/NP7QNt2VJkGpVEy4ZxCTFGzUimUTnYyn85c1LZF6gJlDEYK6Dq877DB9fljApOn427wBhE1Hpe2yLkGRQLshogU6WexvgGpiSEyyCuG5YAQ0kZZRIezNd62aaYTEwAhhMT5c75FiaQDdDaQZwJTltTLBu8tWktCn+ooey7nRxEUEu9F6jgaT9NYslwmIEk/q1q1DZlRaTPZL4Z8fwwOfS5QCAJrW7pMM84M0XtcaBhpQ1XmSGlpWsexW3DeNRxUmptacnMw5SYDzHmbOnmX3sNMSoRtCNERReg1hIooM6zQ2KKgXh9TG0k0GlUZfG5olccVmo2tNRhozufnzOYrDl/MeHZ9m19/+02u3NpjujPl4ZMt1nZ2eedH3+fbf/HnHB3uE2yX5tH9HDozGdvbu9y6eZfbt+8wXd9gMB73nWca8UglUyaUETSuxnlP3dUQI3le8vrrn+ATn3iL07Mjvv+9v+bDDz7g7OwE5zq8bSA6nLdYm0Tb1lmINVKalBUvDSE6BsNhstHmFUIYCmkIEZb1jOA7mi4RsoiK3/0X/5p50/Gf/2e/Q5YrpMlYrVYMBhVSJPts7DXLxIgSApkn66vOMiaba2zu7qCLgvH6OqPphFylm3y9bFgUq4TiExqTV4zWNjk4X9Jax4cPHrLoVgzWtrl19xZRPaduHU27pO4als0qofdGI7rFgmdHRzzff0kkEpynMCYpDrRkPl/Q1jWDcshgNKbY2GEVArXtKIuKnWu32b1yhd29bXa3B0xHGbnudx6k/e9qZtl/fEp31qEvLPasRuQplaCZzVnNZ4zHU4Z+Rnv6kDFL4vNvg3wI1z6XXqO/5fGxKJZ5lnH71i0ePHxMCALn2iRqFhJFQjXJ6FFCYPKC+bJBG0MhClzdoISkKksGZcVZ0yFjH+QlBTE4pNC94DtQ1w2FFJR5njaI9Ft1Ra/RjOQmpwseMsNlB2d00lsqo6HrElFI9nKHmLbHoheahyggSEK9QirVX6ARa1uUStG7ErBdR27yNI/qWmLwiABdk+Csl7IiqdOm03uP7xxe9tESMdK1NXM8zll86IgkyrrSBilS9+OcB6lpOweIFDQfPEF4vLN0TZO0eoDSmuwyniKEfrvRv5aq16j2oI5ZZ3HeEbKcqBXetnReMDQZWSZp2i4VYR94L0aeeMl7JrKzWXLFFKzJMfF8Sd5FXBB0oiMaTcg0KwFCl1BkqEGBzVIccBsdw0rTDSR6PGA4HFCvFsyenbBoOx49PeYb+09YLHaJ/+e/4h/+1j/i7t1dtnanfPjhhPFwwu2bt3j08EM+eOddnj97Qte0bKxv8Pbbb3PvzuuoLE86WZ1I81IFVCbJC8X6dMr29jprayOMSZEjznlevDjg0aN9ZosLirxke2uPr33tGl/4wjk//MH3+O53v818dsog1yhzuclPN/RgI1JqWu9IGluNF5EyzzC5oagGVOWYrmsZeMNiOaeoyiS/2t5Oygkr+Fe/92/4D/7+13F91PJi1TAeFCBCzxr46Igp+q2VVJJimLO1t0s1mdLUc5yUjMqcMlOsj0aUWYHRGVIZVqsV4zVouo7WRrpgOT07xgfP8dkJ9+9/iA2BVVMzX8xfaYXnizlNe8HFxXmy8IqANBrpA13n8FFSDid0bcPCOnAW41quXr/FW1evsbe3xebOhOlkSJkrShNRfRcoQ8BHuHhZ8/BHzwldYBwL6uMLnO3IhxWuXXExPyMvKjaNIT9/iFE1Ll9h2xXIKYjib7xGP/n4WBTLrrNs7+3x5Pk+i3mNkCrNFQHRWwytSxtsF5PIOnl60ybQxRRZIKXG+5bgPEJr4qVDJnrwiRoeEdRNi9Y6FTIpUlJin4AYY8R2XZrfSRhUBXXbJK952gyQZRmhBw13nUsXvRQ9m1cilMLbPtaiP77ann7eti1SGnINAc+8ntP6luhTDrhtuyRBihGtNLaHAdMXWCFEL1lPofQ+BpbLBt13xJfxu977JNb1CeHmYsQLixBggyXEFCyVm5RTHZuG2tpkpzOG8XTMYnaBDy4J3pVMY48eECJICoCVd/ja0WU51hhsgKapqYxiXBXoStDUHa3wNK5h2Tmexzn3s4KhE5QrhxEpDkAZjcw1eE9mDFmhyAcKkytcFrDREwpDvDFgsLPBYtHy8uSIaB3NouYvnj3jj04OuSDC8SH/5g/+NYfnx/z27/w2d16/zWfevsPx1S0+fH/E1tYun3zzszx78pCLi1PG4xHT6VoSig8GGKO4enWLvasbDAYp2qAaJFqS1qK/rtJYSBC5fWuPT7/9Bg/uP+HpkwNs2yEoWF/f4ktf+mVu3brN9/7q27x89giZCfJBQZmX5HnBcDBOEiWTTgwhQmcdOs8IEUyeI6QizzOkTFCB0WSMzjJG4zGbm5tMhiWzixPe+/Axb7x2m6bt8N7hq6K/bn7aJy8BrqsqZ/vKFtOtDY4PXtD5yKMnT7l5bZfJaIzOCvKspO06hIL5bM7p6Tlt16K14rXXXmcynfDNf/dnPHrwAS6Ej+bxeYYk8vzx4z6BAHKpyTPNsBqgTMZpXTMcjVJhnUVu3r3Na6+9yd71m1y5tsPu5oBBKcl0cuOJvjakTVwyDjQPPA9/+ATvYTQc0Rwes5ovKaYjxutj5ssZrl5wfX0NtTpEd8u0VC5HyOFn0sxUy7+rVn48imUEPrj/IXW3QihQHqKLCXhhNMH2aWy6SKb3/p33PoIskPkQ2zREEiaraVuqLEMQU5GRAq+SzVG5VHAb55B5jtESEQK4JBSPQiJEIJCAFxIBuqCxDa7rKPJ+5qYEzja9aNmhRN5vUmOy+wmB9Q6hUiiWlhJru5QjQqSLFhEEIri0He363HCSvESIgLfgg8OHgLMOsoxMJUtk0m/2+eAkJiVSsGoaIC0TtMoQpOz1vMyTsN15cJauq2na5lUXCWm8oZEYnXHz+k0yCc62PHh4n9lilUhJMb0vidINIUrqGPGdpfGOUWYoEQQv8U3HwChGw4Lcpflu41KMR6LZp6N+qdLRMC80WpACqTKNV2A1iELgRoZifYCuKoIUHBweUXeR2DrOLlb8yaP7fMctmduWYjRCKMXhyxf89be+yenRCX//H/4DfvYLX2A6HPCZT7/O48cvefL4CTdv36NpFggFuzsb7OzsoHTGeFKwvTlifX2A6LV3l0mR4hUmTSBlP1OOMJkM+Mxn3+C1ezd5+mSfhw/3WS3nBCdYX9vmK1/5Oi9fPOW9D9/BZJrRaMRwMOLq1WuMJ1MGo3GaoZPMDchk9dOZwhjFZDpAKtKNJDNUZUmRGTKd5qAuRB4/2Wc1X4Ey5EbTtI4qTyaNyzgU0Tvjkvww9Fi1IbtXr3D84iXD8QanL19ycryg1AMG+YhsXFJWI7QxPD864mj/Ja5uGI4rNoZrfOfPv8kHH3yIa1dEKbmEKoggUd7jVktCFBgjyUcjMhUQdJgsY2hGDKZj7ty5yRtv3OPWvVusTUZkucbIngckgEuSa09fIkK36Kjve+pHNSw9gypHLhvODo8Yro3I1wYcnh0yuzjhytYmlfCwOk58Ba0T0yHTKa3g7ziCw8ekWLZtx7vvvkeepTuOiAlQq6XGxYg2Jd4HQi/NabsubRalQegcshFVMUzRC+cnHJydYLv0RmhjsNYRRQoPs77FaE3dWUxuybOKQECZdHT3MaKyDBkDIoREJxKQVSOatmZZz9BaIGK/pZeBpu36bB9FmQ8Qss//FoIYAs5ZMq17/VoqhlILtFA94ShtaPGpQAM433fDvaBW9qg6JTWI3sIoQiLKZ8k6V5YDQrMCJIOiQglF1zlCTCLr4C2IiNIyMSybhtFoDD0JR8nQw6oktmkQAnZ2N9nd2uD9Dz7k2bP9tP0n2Tsvj+hRCFrncT5AVISevekRuNbhPQylYjgoKbOcUHfUbSArcxCW6KHMDapQOCMZDgtirig2hlSTClEo2hCZL2ua5zNElAhTsrCRb50e8Z3DfR7OzinKktHWOovlChU80/GY08NDggv8r//LP+X73/0+X/nVr3H16g2mkzH63j0iDq0D02nJ1b0pUsCDJ8cMx2X/GqdN/GWs7EcdWi/A/OgrIM2+B6OCN968w87eNu/88D77z0/onEdFza3bb7C9d4WHD+5TliVbW9vsXbnKaDphNB5TlDnSJDujMiIR+zOBMYJMg/7ImAPQqy7S10YKrl/bZX//jHKgWKwcztdc30vuHV5J8T96JPVUwGSK0XiMMBnT6Rb7ZoDWJXk+IEaJyXIADo9PeOdH73J6dIySEtc63vnBu5xdzLAiaXW7ruldUQJpDDL4PnhPIoOg6Tq8UIQgee3eNX7+l7/Mrbu3GQ3L9IRkmkGKV5jrtPBNzzct4IIPnB0u4Llk0GWsfKDIcsZ5xerslMGwYG1nSqci50enZCKylhtUN0OSqGExwWhTcSem1+fy9fwpj49FsQwhMF/VjMdbr9LZ4qUoWmqcjxhT4kWkWa1obbqzRzTaFLQ2hUgpqagmE9aVAqkoe9+r9yEBOGKkGHhs1xGcw3tJwmbqdKyUgeB8CgiTAtHDPCKJLyhUimKwrsVok/zlLvT+bUlrW7TK0VLROYeISdcolUCSiqPSGdIU+Ev9oOxnVx6UlggpcF2XAs9CeuOC9/j+9bChz/sROoW5xQjWU5UVCsP6ZJumaQg+UJQZzvlEFG9tWi65LingMdgu0LU+wZIvvdK9O4kYODg6YrE8487Nq/zsZz/F+qDggwePqL1P3f2l6yWJZLHes+rdTm3nYTDExxT25lygXVgK0zDISrJhBqMhctekJE8ieVmSG8NgXKX8IjwX3RJ35ljW6b2RQiFkzpEX/EXb8M6yYbi3x5WNMQeHR5zO56xNp9i243w+Y20yZXZ+Rl0vWS1WPHjwgF/+8lf51KffZrK+xXBSMBopqkKQqYjtLIvZOUZ7ZMwh9jEiPwmsuPywvfr68jfpBiKkYH294gs/92lePD/i/fcec/TyjGUdWJusc+umYH//OVpnmKygyCuqsqIoTRp5cDlREa9m11GkG5AkXFoP0vKp73RjTNbG8/NzghA0jWM41FgXyMxHP8Bl4emHKaSbsWBjc4O19U1OBgeYrEKbks7Dqm6Zzeacz2d8/wfvcHR8StN2aJPROsfx2XnKusmyvpjF1PlWVXqvdQ4qSzbjwlCOC+699Rpf/42vc++1O5i8B2dfissEvVSwvwn183RIHWu9ann64AB/Grku9xABFs2KalCg8TSrBaO1AaPJAGPP2FkL+LZh3L5EOJlutjHifYeyfV6XUn/j5vfTHh+LYnkZ+9CsWoZVkYTAUuL7zbfsARmz2YzZ/IJl26BVypyJzrF/cIDranAdUQSUUSgFztcMq4rhZIIwWdLGlRWxF4UH52nqhrPzc1bLZSpKEaQyGC2JPmCdT3fJLMlmtM5xnaddubTRC6Cl6Yt7sia6ru11o+mN7zqHiomOXhUZtU0oqstcY+ccNnpkEKlo9XfSJItLH5LL3J8oBaBfieNVrsmkIc9ybGdRKkNnJWdnx6zaJhU/IM81sVX4DpquwShwPnnHZUzUphAC3lroZ71N17Kq52g8m6MRP//JT6OE4IcfPqB1NgUn0p+KYp994iNdiEgjWAZLVCadyOIl4DjQ+ppcamwUFDqj0AoVHIvlkkwILo4kJhpUT4WPQiNNjkfTFWOe7V2hvX6T18dDNs9f8uDRu+wUmrXtbR4+fMjR6Slr4zHDcszFxQWT0Zima3n54hlt1/Av//n/zvvvvsuXv/p1Xn/rNeS4QqvkfkrMAM9itiDXWc8Wla/GDn+bDu/SOfXqeNvL3EymuHV7l63tNd575ymPH7xgsZqRZYau85ydzYhqn/P5gs16g2KQpXm6TsoMFGhNipOQifakheilcRYtIMt14pqqBFe5enWLh4+O0Nqwsb7B6fkFu5vTXgB+2aGJ/jlezsFhOh0zXVujHI6RuuDsYoWznlOVrr39wwMOT86oW5v81K4DIalMQVbkKJPAwukKFQzzirKqUDpnbXMbmWUMNyZ8/u99gS9+6WcZT4akiAz3alQoxE+MDV+ZB1IprS88P/jL+9Qva+5u3kLnAounnA7QxnPx8jmBjvHmDjo2VPYEmQNSIVw6/UWSxVlpg5CK6Eh8B/03l2A/+fh/LZZCiAL4YyDv//7vxhj/ayHEbeCfAevAd4D/OMbYCSFy4J8CPwOcAL8ZY3z0d32PGCNdZzk+PaXrBqxPRmgtyXSG9YHlcsXZ7IDT2YzGpkIktSTLc4xI8F0fBfNli4spV0Um0DgiHqOyDG3SRVjmJYOqYnNtnY21TdY2JuzsXU93ctLwerlc0HUNznW01tI0TdICtgCSXEjqxZLgXUpN9MnSZq1DqI4sK/tFT0zPB9F3kp5V12J9opt7rcmloG1bRO8xFzISZaKrI3pocEjeXh8iMshXxzCpNCbL6c0lWOdxqzoF0BuTcoR6aYYIjkFV4boO13UgI85b2rZBKoXWirYF5xJmQkrJxuYmL54/4ejoiNMXL/mZwSaT7T1sU/PDx4/S1l9KtEldTQgghcJHCNpQ+xQNokw6JnUxUAlJjsABvrN4JE5KMgzOJqpSFyIDFdAiUegvIvhqxGJtk277KmtXb3HvE59g+9oW00nB86cP+cbv/x5CCIajEc+fPePg4AAXAps728zOzhFSUg1K5ufntCvLewiePH3CF7/0C3z1a1/mzt0dykKhlKbICw6OzsmyCus8Wf4RZvfS+fPjXSVcdmuXf+fH/ywSoyQvc9769B3W16bcf+8x8/MVd+7cYWdvl8F4hDGacpATlehp5RZl0txbG0OMNkl+lCI3iVBlTNU7sVIzISKgYGN9wmzWsJhbogs0PYA4daJ/sxwkP3l60mWZk+d5UmwgWNUNIgYGW1PmTcPRySkmLyiqId4lCpfWGil6zF/XpahW3wOYTYZam3D9zg0m6+usbW3yS7/2Fa7fuZYcR68smj/+nH7sdSQdu2OvLlktWg4fXbA8rLk63SHv4HR5ih4PyAc5q8UJF/NTptMxhXKUy2cIUaf/m4bo+v5UppSCy9OrAIK1aVQR//bu8v9LZ9kCvxJjXAghDPAnQojfA/5L4L+LMf4zIcT/BPynwP/Y//MsxnhPCPFbwH8L/Obf9Q0uwQX0cQ9VV1BVI6xzLOual4fHnM2WtMGlmaLyeJtcH5PxhEGWp2IlwPoU31AY3dPEFbaLtE2NMYZ61XFxNufFs33yLEsfjmLAZG1KmeeMh0OKomRtbY2yLBFa0LYdTVPTrGpWyyXL5YK6rmlWK2xTk1mLdTY9vxAJIpGIjNLomJxEUcg0Q2y6V0dqESK27V5pGH0AXMT0H5YoE81dyTQblQGsteRZWiZFJZEmpwsty7ZBCInrGkbjEdlglKI6tCIrDMv5RQIzZBkmRIRQrOqaiU80JWstXZOwWrF3mGRZhjIKa1tWyzlKjdgaFvz8W29ytlzw4uSUENIdHwEyitRde4/zaWQhtSJqRRsDKIPtpVQh9vHA3lE4SaEydEzEog7FCkmX5czHIw6RiMGU7Y09bty9x8aVq+xc22Xv1jbTieLK9TWuX7/CH37j9/n2X/4Fd+/dY3Nrk8ePHnN4dsJkOCb4wKquqcohtrMcvDxgMFzy53/yp9y//4Bf+/Wv8oUvvs3GWkVRDSjz5OtfrlryfNjPz3p83o99oH7yKB6T+iwdKqN8Ncv0Pt1YtnY3kCLjL/70O5jMkJkUN5HlGaPxAJmJNLbRKaZYyD7lUJJm1aRuW9BHSsTesEB8hR9TwLDMCV5zdLIgz+MrHF3qIC4z1SOXB1xEpCiy3lEEeVFRKEWuJXlZcXJ0mtxFRJbLOc6mLtc7j0mVL1GzIhghGQ0n7Gxt8p/8V/8Fb/zMpzl48ZLxdML61gZp/puumRj/n73cRy9pKpRdZ2nPO2TM2N6cUH4mx144Dt87oiwHmHzA6ekhD9/7HmUeubm2S17vI5rTdPrTCiEVKNOjEQWpNQoQXH+9x9Tk/v8Rpcd0NSz6L03/KwK/AvxH/Z//E+C/IRXLf9D/HuB3gf9eCCHiT96Kf+Lh/m/m3vTJ0vM87/s927udrfeZnp4Fg5ULJJAERXOVKWqp2HLkiqzIVmRHSaqi5EMqf0X+glT5i1z+kEolpZJliU4siaIlMSIokuCOhcBggFl7enrvs5/zLs+SD8/bDUgCS045H3CqULOgu+d0n/Pe7/3c93X9LheJ42VlmS5KiiLD2YbHRwccj0fMyyai/kOI+sj2jiBFhPJ2ul2WWc542iCI0gupVPuWiIN5aR3BNVgVFyvOuti5zBecTEYkSoN3pKnBKEWSpmR5TtHpsLqySpH32NzaIUtTqmoJ3jObjBkPR0ymE+blksVijvU2Dsadp6lr4mhbRGG8tcggkMiYHx78uzNlobAugARpkrjk8YHGOZSOs1fnHE3TkGVZlDk1TYzVCKBUQpJq0iyh0ymiL3Y0xNqKurZIaeIMUcrYFbsoMWqqCrx/FyvnWmtd+6ayTcApw/Ij1+mnCVe05MW6ZvSNb7GookUx2gYjzkxISVVVaARJPwEpmM9LGq3xRmIIMaxWR6RbHTzTpgRhIE2xSUZIc1TSJev0uLR5icH6Bg0BkpTL165y6eoGOpUE4TG5YueJHf7xr/4aTzz1NH/8R/83G3nGYHWV3d1d9h/tkWcdBqsbzMYzlFCk2rCczdlv9nAu8Ae//8fcu/eYX/ylzyBlwvrmCk3jmc2WrK522+Lyk49oQUQpVUBjfcDa0I4eopusaeImvV44xuMZja3IjKJazhmPWuyea+iv9OLMTklMCkoHggs4GWHU53lMRis0oIRHEOHToVVHBMCkhjBriPBsQWM9qXnPMVO8p7G7+H0cOSxmM8bDIb5eYgIsJmMm42E0V8h27h08Co0KCuFtW4yjg0ylUWa1deMqV5+5Sd7JeeKZm7HTFu+60s7/7ff8FGMXGb8DgvfMThaIXUlWZ4yrOW5F0FvLMQNJNZmhlKb2Jacn99G6Zn1lhcRNUW6GNCBcq2BodaaR4RDTCYR3IBzhPPXg/49tuBBCAd8Hngb+JXAHGIUQzhnsj4Cd9vc7wC5ACMEKIcbAOnDyN77mbwO/DRGYK3XUCLjgmczmFJ2cxWzK6dmEWVliRRR/x0IY6TDGGJbLBfWyIp9Nqa3FuviUzu+ivk1oBIHFohBR0+ijfUy1dx1bldj2SNMsm5YYFFAy8gYlMXo3zXKSLKHfK1hfWaFbdNm6dp0rMi6JFssZZb1kNp1fROcuF0ucddHrPp3jKouQ0TssjSbQPh9jEKolQwPBRf2k8+dDgpjHY7RBKUPdVNR1FZ0oIaBNwAnJdDYhTRKC8yznSzwOrQyz2TKCa2WcN/mIoI84tsbHxEIhcVLHtiVEKO2iXKAzg+p3KfoDlIWPPJ1zcDzllTduUTblxYUQRGjRW7ErcC5EGLD3VE2NC5Y8MVhpsMHhdKTDKGEIIsHrFJN1SfMeWW+N3tomg41LXLv5FIPNNVSasKhLjo9P2Mm3sE2MAdEm0F8t+PzPfoYnn7rBV//0q9y7d4cni2dZ3djg3jv3ORmN2FzdpC4rFnVNp1PgfODg4ICz0YQQAg/uP+Tpp5/kM5/9GZz3rVC57cDCuxd3COfztQhxJsQFmQuepo4gF2fbi9/H2JBqWbGYLHj9R6/wePchG2ubLKuSouyyWCwZnvTorazEU4jWuOBRiQICWZG0KggoigyTKERw5EbT7WYoJUi0iuYIITBGM18uEDKJ0AvvSYRqS2n7vbznuBvdXcSAO2epl3Oa5RwbBL7R1Msyfq70KBEiWDpEDbALtBlTcWxi+gVrT1zhc//g5xmsDzhXDpwvbX7SPSeEcwWloFpUHO1N4cSxdpowbKacViMK1WdyfAh48iSPWtzlET+VHtIMhiT2ADPpkxSrBJOCtG0IWeTeBuui3EtEN1q8B8b5vz/HQP6Ex39UsQwhOOBjQogV4A+BD7/fh7W/vt+P4m89gxDC7wC/A5BmWVRpCEHjI2Ti5HTEdDphtCyxLs7y8BGB5mV71vExsMiFmGMihUQJ0S61BL5xCC3RSuHbEDIhBcHFOU4SDNKpCx2dkBKjzgktAiF0/EG33VJtSxZlhcVycqbZfaTJ0wKjkrjJTEyctSYRkLBzdYeqqhgPR7HDEIZOd8lkPIvOvupb6QAAIABJREFUDe+ZzedRmOI9to4OnMSbFhkWZz9pVqC1JM9zqmV58dOMJgxPksTnGdrnvVguGY1GSGIqnlSKVKeUtqZxDm1SrHWUZc2yXLK+sorKJbPZFK01Nghce3fXOgMhY/hblkXaUC9jK+3wqY99kqYJ3Lpzi8Y3cRHV6j/P3XVSK4SKSLPIyGxo6pogYxaRs5487yKlJMkzdN4hyQd0Vrbor22ztXONwcYldJFRrKxy6comSsFoOOTencdcubxGb6XABUg1JKngxpM7/MY//3V+/OM3+frXXyJJM1bWNjg+GnL4+AC0ZGV1k+lo1OLWNLay3HrjbQarh9y7d5+VlRUuXdmgqoZcvbLa3qviTSvi7tp0Ts7fbzGRM/h4FnaVZzEv29OEoyxLFpMpx/uP2b3z9gUpy2jDMoBWBl97lrOSIBXWL+j0B+AUjVvigaKTkiUJtokz5eVygc0STG4ItadRUSPc63ZiI1FWaC1J0wR7znC9uCDPK8W7u/GqbGiqhuV8ircVss2t901AtR8uAlGdInVUbASB1Ca+X7SCTPPC3/8Mv/Hf/RbPvvBTqORcYubbG817nsP58ubiZhTn8ZOTGW//+DE6ZKzPNOPRglo5sn6BqRbU+w+ZBkW6cwPVlCTD2yjjSQLQ1Ag7xteCIPpRXihEe0cQIGNCglbq3e9dBoK1SBXddD/p8f9pGx5CGAkh/h/g08CKEEK33eVV4HH7YY+Aa8AjIYQGBsDZ3/F1z39OMXFPCJZ1w3RZ4pFIFfWKUim8dzjvMVIRXNvJKInzDYhIUD9/+U1iQEWauZLvqvODF2RZdtEJqBDdBt67+KKHeH/zrkah40C4he06ZzFGUVeO2teUy3jhSDGMG3Yf24osNWxtfZGz0zNuv/0WAomUKQhNYlKqehGVXQHmVcN54qQ99yvL+FJqaLOUU5yXCGVYLuZxcSIFSiiEEPjGtvG4UYDchGgXNVnMRLf4OBeWEYJsmwYXAk3jqOoq6hy1oNPtIMqaZVURAnQ6XRbTBGlMpNXrFJN0WM8TTD5gVi5AOR48esh0NiL4qA30jjiXNZqqjrHGSZJi5LknPN68nJDMG4vCYp2jUJq002X10iW2bzzJ1uWrrF/eRpgWU2YrcqlZGfTo25z93UOOjgyXt7cIhcYbyPMo4P70p1/kmWee4pt/9TIvf+dlts02N248wYOHDxmejdnY3mE6ntFYR6/bRdUNo9GYsqrZPzjgp194FqkCzoWWjRijUhvvUVLjasdysaBbFBGMIYDgqGvLbFpSzkrs0sZZ92LKdDhk9/5dVouc9c0t8m6fvDMgy3PSJCXNUtKig0NjBRTdlKxQoALoQJJEypXR7VAgdAjeIXWMPHa2wTnPeLwgz1KKLMc6gVaK4DznmMH3SobgXcVMXVnKcsl4PEK0KDyjYkAdMs76Ij0+bpM9EahihSBoycqlTf7xP/1V/sl/9eusba23Nxh/0Xy8/7XfjsmCoqkdw3dOuXtrD68Mg/4qk/17aJWTbqzgk8B8eIhdTlCddXLt8We7UJagHMIYgpO4xiGVQxlLEDretUV8T0qt0RF3H2/u4rwrVpT1krr+T+BZCiE2gaYtlDnwC8SlzdeAXyNuxH8L+Hftp/xf7Z+/1f7/v/i75pVCiCgDCh5CpAQJFYG/gbI96rRRDVKAswQBjgg4dXWEBkffTbTk0ZLHpYiwV3xAteBXoeIbX4bQdpwxb/s85ybE0wYiiFiEQ5QNCSUvXnQlAkFIahcBFUrEI7xsjxuNc6RpxrIsGU2mOA9BGvKsh6qjltOYGHGr0iJaLxEYbQjetbEHUYbjPZTzisoJOlkMLpMXWrRAkiZIHdMdlZTt1+ICVGxMpNAHIaitx3uB1lkcCyBbK2RcFvnKRqCDUgTrSLOMvOigTEZtwaNRJkXplJub2xydHiJlQArP62+O8W3UhhQSY1ISk3E6meKqiswYjEkxJtKEpDZ4dJQGJTk6LTBZQdAJs7ridDymu7bJuiLaL2dzRsMRNk0YD88Y9DtcvbLFfFlzvH/ILDOsrPbxztDpJkgp2Nxc4Zf/81/iI88/y1e/8uc8enzIlSeu8eRzz/F49wCVdsmygv1H+5i0YFB0GI+HfP97P+BXfvnnKTpJLFAmLtsAjNSUy5q77zxgOBySGs3K6oCnnnmKVCvIFYuJpS7nzEYzxqcnzCcjDh8/ppovybKc2XAMXiJCfK8qAWliqMsKmQrSLEEZgRehTYtUCAFFLjEtxSoaCNqlTZpwfFIiVMJouiTNMkSQaKGwlWt1oufpoe9dUJ3PpQXT6Zz5fA7e0utk1MGj/MXUH6Xje9/LQCMDaNNumiQvfOIF/sVv/7e8+NlPxSZFxIXYex1D73Plx+/ACarZnOF3Tji8f4rMFWsbPeaP7sL0FLm1QzYoGE3P2Nt/jAmeK9tdXLVksNJF6gFhvIfwMYdJpwkySaP61DX40KCyzsVWLEgVF3HWRbJWCITQUC6mzBbLn1in/mM6y23gf2vnlhL4vRDCvxdCvAH8rhDifwF+CPzr9uP/NfC/CyHeIXaU/+zv+gcizCJe4L7F4hupGfR6lOWS+rw4tpnaPoR2+RDDpc4zcWQr5PY+RHmFiHfi8xfK2SYWZd8i4ESk8iAE1lkSYpfmWj833rXi6Jj1IVupTJR9CbxotY8+0NgaJwKdzGAbi8pTsryIYBAvESohy7uAJqBRRqNMFOOaJIkcSx0/ty5L6qaJtkcZCe1SSKSHybLE1Q1FlhFsTZol2CAxeR6tcq7Nj1ExNC0vCvI0Ae9ZzJfMlzUSSV1XpGkOWlIHgWg8PsRIjNB48k6XchwPBEmSUS4bxtM5g2JO3u1iJCyXM4rUsL25wfjKDnfuvE3taFMzFanJ6fUGDEdjpvWComnI0xQpVMSNSUneWaHor5J1VwjKIJKMtLtC1ltBJwmT+Yy79+/ROc7p9vp0OzkgaJqa2cxiQklRFKxvb/D48Ji3b91me3uLrUvrJJkmzRSpUXzkuae4ef0q3/jmt/n6X32HxlY89aEnaWqJbWDjynUe3r+PrWvWk5TjkyF7j4/pDzIQPS5vr5/XBUKA6WTCYjFDCsHxwTH33r7H4cEpV6/tcGXnMpe3V+mkKbfHYw72dzl4+AAZoN8dkOc5WZpipEYTTwVNVeNShxRx8SBDlLrUwUeipwxo0/6djYVIqei1FudmAp0ym9XUdWBZek6PhzS15fr1nbjxDXBBVY+6HHwQNA2UZcPp6Yj5fIYPNetrfcbe0iwatIiuIueqmG+fCD71xc/wX/zWb/CjH/2I6WTMb/zX/4LLO5fb9XybPNle3+Gio21PkeH8qo9z0unRhPmrp5QPpjR4CpOh6yVuuEuSFnQ3e1RhyWJyQqe3gpaeQjjM4W0wAS8sJqhWBnQuC/KItnkSMjYLQqo4UlMKXFy8RVh2HDrdP5kyr/8TonBDCK8CH3+fv78LfOp9/r4E/su/6+v+tc+BNoqm7awsOBXtS3maYaslzts2GCwggo/zIhGDuLTWccDuPVrG6AUbfJQIiJZApGJWibUNWup4BPYuMi7TBGEFaZpRNTYCbn07pGmLppbtBl7qKCIJIW6vbZRtBBffwN7FO7eznjQpMGkXpXNUmiJNRggSqRLW+30+/JGP8sQT17ly7QqNcyQqwTaWxWJJWS7Ze/yY3d1H7O0+ZjafxeNscDhr8aImM5p5ZVENyCbO67Q2VLXDB4dWklk5IjUSTWR2ujb3REhFlic0tmE4WWCUJDEJ3keauBC0hCRLYiIRfTJbMh9UmOkIpRVNOSMEy/rKKtd3rnJl6xKPj06o2jlp1umwur7O/QcP8QGGkxmJ1iRdRSJBteFUSZYxWFkj60bzwNbODbafeIalC0zmC1zwEWbiHcPRiFxLNlf7zKdnPD59jAqWzc0tVtc3KNb6nB0fc3ywx9PPPIUY9PGJwpjYlf/il77A3/vUJ/nhq6/xre+9xrIp2dq5Sl0Lnn72GX7849fY390Fq7n/4BGf+9zH42sKxHllpOT3eh1e/OQncLZhOpxxenzKcDjhlR+9xt137vPMh57m6vY2W1ur/Mnd2yyHQ9ZW1hCtJTJmf8amQGlNU9XMJhPyXjdi/cq4STfn+dY+UNai3aFEPJvWcVsulcQ1nvncMh1XEAQzWXN8cIQUgpMs5dKlLtZGu7Bt2QKIgHUO7yRNDU3jmIxHaOXprXWhrln4itDEBRw6wQG99R6//Ou/xic++yk+/tkXmU9ndPt9Wsrze3ST50d+3xbodtscIje0Ki3j4zn1a4eER3NqPEk3p9vPGe7ewjYN+c4A3Umoj3fZHt3BhRprS5qDMZ2OBlPglIxZU1qBUPEUZRtEsFD0YhS2d3Ecl0Q4iWh3G4EI55iXS166tUfjPuB2xzjzi35YQhSZa23QOqYXzspl+zECFwJGG6SQMfNZxiIppcTE/Fx0arCtBRGIXQzgnCPRCa6xF3c7JUSU9yhNWUUIhQ8erUy887TJjdokuJamolTMCwrtMSOEgHcWKUCLCI4yOiPLOjSNR+mUxHSwXtHJu/zMi5/k5hM3OD094bXX3uCvvvWtGKNho6zCmJS11XWuXbvB5z/3s3TyAqMV4+mYB48e8vDBAx4/esxkMqauaowJJKlAKB+PSm10wrIsWcwnZImM4n0hUCbDJClCQhM8lQ9425BISVn7OAMToLVApZrGK4RJqF1gXtaM5wvSIqesG7yz9Ls9Mp1ydfMyLzz3UYbjbyFMwKPpdHoU3T4ySTBJgmuq+PmpITGSPOlgEolpQRHdTo40Bc56lDRc29lGJimNKxmPR5wcnxKCw3nJ8ckZTTWlHA1ZSeHo/jFndypU1mVw+SZOK9659Rbdfo/rN58g6+TULpAlktVezs9/7u/xsY9+hG9+74e88uPb1FaD6XL9yRusra3w1uuvMC/npJnBpKrtiDzWNZwcHyOQbG93CUGwsrHCYG2F0XDKysY6i3nJw3uPyWTKD77/Xb73vZe5vBJ95yYxmDQnbb9WYxtEEscl4/GY2XLRLvQSUIokzdCJQSSK3qBLmickmSR4QVPHkZG24JxkMlyyXEbs33S8wOiE+XTGYrbANYLlIsrOluWSPMui/1wrRIg5OK6ySB9IpKRIDbbIWA5L0sRgGwBF0s145uPPs/3ENc7B2v1BD4T/CWPJVhEgYtqo8NGsOToccXB/SF5JwukSbx1VNyVb7bMcP2Z+uo8oOuSr61TLOe7xbQpv0TQYP+fx47epOjk7V59AyBwhTav0UAjnKZdzhK9JTR73IaJl47ZwW9/m2yNjxO/B4Zjvv3X3HGL/vo8PRrEUIQqUfVyuJDqBVgOZpTlKTqnrhkAMllJBtPHg/hxuEo/hQUR8WxOF1jIIat8gg0IJ2ZK4o7lfh3icFzpyIYUXkeRGuwzyrj2qE21QrbMiZkxblIp8RdHST1wLEI5ecIVJU2ZlSeMDSVogVUInzfnCZz+Paxq+/OU/ZDqdtgsri0ni0kVIWseO5rvf+S5ZlpPnGWtrA7Y2t7hy5Sq/8HNfYn1tjeFwyEsv/RWv/fjHzOdLqtrGeavUeAdKpyiVMhwN8c2SPImsyiTNSLICnSQkSRaTK52jrOMNQOJJItccpQwmK5gtlhyenNLJU4pOTpomCO/pJCnaO/IAH756jQePHnLn8T6NMJi0Q95fQWUFqbW4WmOt42wyI8sSChElJUqCsyXe1Zi8QGrBYjnHzOd0tKI/6DBYzbh6/TLD0zEP7+0yHo7ZubzGoMhoqgXSgHIlo8NdToevcunas/T6PWbjCe/cus31G9fpr69SIfAajBFsrPb55Z//WT7xwkf47g9f443buyAzVtZ6PPH0TWwITGZLBjID4kwbAnXVUHRyApZHew+RUnHt6g02Lq3S7XeYTGYcH5zy6vd/xL//wy8zG5/xYHxGUy1JEk2a5+hEoxODbUqMizEQWkmaqsFWM6o6Wgk7eZesW9AZDLCpJ9HgVdTiRmWHIOiAbQKz6RKCRCea2XTK5uoGzaJkY3U1poY6gfMSY3K0MigZ7Z1CxLiKyi6pqhnGQJFqXNEhS5fx8xSIRPPkT32If/rf/CbXn7waFSrCt5vuv14p/5rLSXjwCoSgqTxnd4e8ffshg6JLPZuxPD3AZAPSzS2CCpwePMA5R7a6CdpQPbqFWU6xOnJhvY3Ly8VsTt00ZGkHG4gL1hDTAdJuH98uURHnDrgIpom2XABB8AJbOf7qzdvsngwJH3T4rxCCJE9wjYuwB28j+aaqCATSJKFqlvEbbXmTxhgCvhXdxkIIMWYiuMhftMFH8nmbeRMzvl0MKIvNOqJxUQAiiYmPPtoAjUliARatY0OcMyIFIUQwrmpnpaEVyst2EN5UlvFoxptv3ubw6PjiOX7yxRcpywUvf/vblMuId3M2cgclLj4HFFKDczUgWSwm1PWM6fiEu++8jTYpSZKwub7J8x99ni/9/Z/jH/3yr/BnX/sLfvD9HzAcTsjzDCUTfFCkeQHCcnY8ZzydYJREJQlZ0UUIxaC/hjQpwnuEhmDbo1nrlfUBgjFIBGfTBf3pnO6yIutYtHd0dAo+kB8N2Z5VfOxDz/H4+IxA5EJ2BwPSrIghanmGayzlYsLpZBrzVro9pAhoCc5WVIsJQUqWsxH5YIBOU0ym2w27p9vr8aGPPMvw8IT9Rw9ZTM548uZNksxweHRItvUULMbUVUnuOqRK0+/22Nt9xHA84ur1q5Bnkb6fCrSEnc0NLv/Cz/Kxjx7xre+9zjv3H7N1aZX5Ys79h3s8deMSXOoBguVsTr1csjJYQRDF4Xt7j1hdWaffH5Bmmo10lbPDE7790kucPH5EKsE1lke7DyirMmoUbZsOGmjjkw21c+28PErHOp2CXqeg0+8RpCA0DbbSMXBLq8gdaBd9y/mS2WhOluZY0zAbT2iWC5yr6a90EG0HFVUJGpMIlCKqSRDU8znDw32mZ8cYKeh2+iyGFm1Sai3orBX87D/8Ev/oN3+Vy9cvI1W7WLrABMbH37SDxl/ideLOHLNbFYf3T8iznNQGTh6+jSwt6fUbmF7B6dERh9MZhdCs9gaMd98m23+LBouSGhU8Uvg4tskkJtMt7DrFelCi1QgrjRIqLg9Du2DyvuWxepTWeBu/98PjId95/TYL6y7wj+/3+EAUyxA8jVsiRJTpeB/DsbQ2GCNQy5hQ1zQOdECmmiDipu+8sxRKEoJEtcULYha3dyEmI7o4xFVIXAvN9QSMiLrK86Q/QRvlYBuMUngRECpKDIzRFwJ3KROcc3Hr3sIWorwkBi81TckPXn2VIDXSJDxx8yYrG2v8hz/5E5bLBYKYay4kaKnau19MujvPS5FC4ISLuj4p4xHUQoVn79EuRweHvPTSN3jmmWf5uV/6eX7x57/Ev/mD3+f1194gMSBlhjSGolhBX5Ls3n87EtibJctyhkkLFosZedFl0Fuh6HRIOnn0rYdIw0YneK9QWUrtLXunYxwyMh+zhF5iybTGS0FS1uzsXOLmtau88WAfKSRF3mFtdY2FFoSmRkpBnWVMR6dMpwv6vRoRAuAIocE1gnIxZT4+oTNYA2WobUNeRPCuVIKycZESvrHFaQi8c2+Xy5sDunlBp1MwcuCkZ75YUhQ5y/GYJNGoINi9t4tJDBtba2RbA5SKP22pJDd3ttm5fIk793f55suvMDoeM51MSJLrF0udh/fuMJ7NuPn0MwBc2blG0zhOTo7ROm75m6XjzVd/zI9/9CN805BoSRCKsm44PtqnXC6ZPjnhyZtRrqa1RiUZvs1CVwqKooPWiuVyEU0bJiLSIn9AIbUhyRKEhHJZcnx4fDHHr6uGsloQsHT6PQarPaQUpKnBixCjJ1SI4YB1YO/RAd/6+l9x+/UfgivpdXuRVoagv7bK5s3r/MPf/FVe+MwnSLM2y4k4Mno/sEi0MJ5bKWPwoL3nELc98/EE4S29pGB4/zWmp4+5dONDFJfWmc0nnB0/RBvDymAFXIU4eAtvK5QKNLXDCkeqFd3+OsZ4fJAok1LbqCaQOo03ei+QOm8Ld9z6S0Gk/3sISuDqqAa5v7vL3uFjlM5b0f77Pz4QxRJCZEOGuKVyPs4bSx9lQ0mSEJxrh9sGIVQMtWo7uTg7ifPMc/2YlhHFBG0MqXetpKalwgiBdFGe40JAeuJRXSlSIVrZUVzwBNot3rksqf26CGL8QLtVRGqC1BH11nrCTZKxvrXFl770Rb76la8wm48xOuYJnW/vI8w3vkxK6dj5hujWgPb4IGNeCq1eThtN09Q4b3n99Vd4+/47fO6zn+d//p/+e/7tl/+IP/vqX2B9TSLSGCRmctY2ttl/dBchIk+zakqSpKBuSupqwUqzxubWFqtrKy2jMjqLrPXxptA0LBYL3tk95Gw05flnnyYTOh4Tb16DK5dZqZd89EMf4p3dQ0LjkMGwOlijl0nK5ZzgIRQdlBQspmOmkxnLwSxSwLWi6GoSI/DVAruYkeU9rPeczaf0B12yLKEqS0xqMHJAt9Ph+PCAupwxGY2YdDpsrm8RmpJquSDMlyznE9bWBgTv6K6t4wLs7x0T8Fy+tNoyIuN7IVWCDz91jWvbl/nKV14iTeMJw/vA3sNHTM7GSBPBI9H5Idnevsbt23c5O52yNljhje9/j6//6Vdw5RRcHb3eiUKZnHJZUS5nvHP7TSajETefehYfYHV1E5MVpEmONgZjoihIGUFVzVGuobHRMOBVHKf0V/rkeYZvPNPxlE63S6/XYzwa0umuUFYzMh3o9HKUiTNrIQRKR42uawJnJ2Ne+8GPeONH36eeD9GppOj1KCc1ycoKn/4Hn+GLv/JLrO1stJg4d3HNnhfK90qDLooTcRa6LBtm3zklv+1ogKUqUYOUcn7GeP8WSdbF7FyjoaF84y9ZOX1EMIp8cowdvomcR06mVwqSBN2mEdgQsBYSJSBEaaG30AQbmwzvCKhWZSOQPkQkYusyEj7uMjwKk2bkaULBeejZ+z8+IMUyzg68jy4dH0IsCkoghSLJMpIsY1ktWueLa2ctcfNFKy7X2qAIbecY3T7WxszsLE0JBHxtUVrhvCPVpr0QHLZxOBFT90KIeXjBO5QUF0eLiMWKrb73ARHaNMLW1ujOvd1EAbZWKVIqPvXiz3B2dMTug3vg3MU2Lk0zFot5HCl4Cy29KHjH6soqs/mi3bZHbqYX50oA2gCy1rzmPYvplD/7sz/j+OiA3/4f/jn9bsEffPmPWZRzsiTDO+itbFDXC0ajI6pqgZAW11gSYwi2xjYVVbXg0uVt1tc36Hdy6trhUkG1LLHOkxQdCAXjxZzXbt0DG1A7W3S2NklyMKOGS+sbbK2t4eoa6T39IoW0oErAeUFjA0lqOMVzOhrR7eakmUamirpJ8JUmFYbh2QE6TVF5AVJw9HgP7y1FXtDtDXB1oChyNjYvMxmfRp6ikoxnc4wMXL50hfHZCUInzJclrizReYEyCWvra8zmFQ/3jtjcGNDJUmR7svBCXoCoiyyJeUTBR7qUcwxWV9pZdQSSIAKpySlMwcPb9/ijf/P7vPXDH2BkINGKsirJ85TExIu0sRZvK/b3H3E6HrJ/eMzTTz/HztUbdNUaKIFootU2MenFpte3oJkgYlRzXdcorRiPx7EIKkmaGuaLOUXRodPtcHl7hTRThHM5j4j64XJWc3J0yqvf/wGvfvdlQjVj0Ovy6Z/9PB/5+Au88cobbG1e4sOf/BgmkSD8xXLkXWE7f+PIHd/7Ikisl8xGC+YPFoRXJsxHU0w3R1xOkJnk3q3XcJMR29efJesVHD+4jTu4g3ILsibg5hYhVdRca42SGts0BC9a00ggNRpnfbz5G4m3NUbGKG1t4jUqQ1S2RDE9EBzeNkhlCEpSecvm9St86tMv8vrDB/zo4Qd8ZhnFsqHddMZu0dkGLaIOUckItajrKkJ4pcDGcOl4/NVRChR8iPnXMt5tZOMJLnZhtIRvRAwFkFLFeFdoJTMB62zbpUpkiATzmOqn0S3vMQZ3iAjEUBLvmlhMIX799sYkZQQqXNu+yjM3n+L3fvf/jOLj1tVgdELTVDHywlm0kQQXBcfBeWajIY2LiZC0HUHcUsetfPAeqQ3W2naZFY9Fr77yCv/qdyS//T/+Fm/fvstrr79Jt+jReFBSkud96npJnmnKxRxrLZWzNHVMWgw+hp9V5ZIrO1fJ0xwXJDIEXBoF2kpqbNFjOh7y3TdusX/4mPQLn+dSv4tME7qdgid2tri9f4bQml6vA1WJEQmNBZ8a0jRm0Dy48w6PD0+RSnElzSmKKA/DWUKzZP/hO6xsbDFYW6eejjg6PADgqWc+TN7pY32KTlLWti7HuaZtqJaxU54sFmS9Pr3VPsPTI5RSJElKt99DAWv9AcJIRtM5y7Jkpdch0RoF1E2U8nQ7XZSMXutnnnuGV8ZDFos2s17IqMG1jlRnjI+HfPXffZnXXv4WslrgJdhGELCUy4aVwYC0iK9ZYx2ND7hqwZ13fsz+/i5Xr93g5tPPcfXadTrdAXnRj1ZcmZCoJIJXhG6dVAqlFYv5jP39vSjAz9epqorJZIJ1DUrB1Wsb8Q3pBd556qZhMp7w6MEDfvid77B79y7Sx1FBf22Np59/gUvXn+DS1WsgPHGnFbVTf9OuCPytQgmKqnTsPxpiJ7CyJ5nPSpytcKs91KU+Z+MDTuYzOsUqxdY1qnIJD7+HDnOEW4IwiOAu8HGhCZSVRWuF0BIbErRUVMKBVDhfk0oNoY4LXCGwVYVMNCFEkVYIFm8DUkZylCcwX8x569Ee33z1NUqp+OLnP8Of/+jbP7FKfUCKJQgXlytKRP0jId4hlIwxE90sZz6ZREKBUBfHVXx0VFjn8MIjVCsajw1ZFBGLQBMchPNjc7StGaWwjcUJf+Gfb5qo23Qu0l1ku0V3Nn6MkJJ380uzh0NZAAAgAElEQVRcXB6JaPFruRQYFfWKaZLxM5/8Gd54/XUODvaQ0ZoadZIyajSDixtFb2mZlvGYc178pYzicucDBIHHtfnQAh8CRisa6y4KpkLyzu23+NqffYN/9uu/wpu3bkd7JBJhNEnWwY1iPvhgsEpTV5RlSVVVVN7jmthteudoyoqr126wubXNUimqukZ3EpwNVLKhcAPmU8/b+0eUX/s6/9kXPsugSEgKeOLmVR6cjBAItEwQ2mA60FgoXUAGjUo0l65fZe/ePQ6OjknzjCTN6KU5QoFrFlS1o8oUE1fiqiXdBKbTGcvp6YU3ud/vE0Rcr2V5Qrffp16WnJwcIondyeXrTzIej7FBIXVG0c3o9AxI6MkE5y3T+QyJpFN0mM4aik6PTqdDkScgBNpojNa8+sor3Lhxg/7aBonJCHXAVxXf+frX+fZf/jl2MUW4OsrYhIq2zqZhPp4yWBlQJCmN8SzKCvAILZjPRty+NeX+/bvceOIJtneuc/nKddbWtyg6PdKmQ6e3QpKnmLSIVCKjOHz8gKacUXRy1ld7PHy4x2Q0JElU9Oc7yWy4oCyXnJ2dsvfoAW+/dYuDR7vUywV5kpAXOUmW8lMvfoL1rfXo8FFtXs85D+6vX61cdAW8O6LCSxYnJbff2MX4jIHqw7hk6Up0zyDWUkpfsn90iMhy+pduUAxWeXTnDfTJO6RCRRQdNVqplpbUtGkEIY5qVB7zqDTIoJAKfLMEAYlJL2yaARAyjWJUGbmwPshIcFKC0XzK1773Xf782y9zNJ5gheTmaIz6m0j89zw+GMWyRZbZIPDORchCCIimIchY1LIsI+92WCxjWy3awbESxDhWYnaMd3E7pxAR5abURbKiVjFkOHh/QcKJzMsYNZskKdY27zH4X0hqYxVs/3OtEN05x3nT7r1HCdGGf0mUTrm2fZ1r29f5P772NYxU2KZq3UeS0DSReK0l1kVSvBQqBie1HarWsi3OtF3M+WwoFlBcjIyQraPJSBU7w3LJN7/5Ml/8uU/z1FM3uX37LkYneDzapBidYOsSK+LyazBIaRrLYhF5ls5OonsoxAhVKRWra+sUeR51aFKyWC5ZLBZ4lTB38ObDR4S//Do/95kXeerGDtvNgl7vHWbzKUnWwYcZ0kuk8EgN02WN0Zp+fxW/4zje3+Pw8BghNSrr0On2kUGRSI9bjJnOR2RZRkdrlt7iyyUuW2CyIsq2tImgXm1AS0yasHP1OlVZYm3FvGooegPSTsbxcIowmqKfkOiAQiJ1QqY1Zd1wNpxy/94+nSImPqZptMnaqmQ+HrOcTPjy7/4eT33op7l+81l843jzh9/nL//0jxju76FxcSl4TmUOxMz3umI2nrC5sYFRKUlqWNY13kNmoq21diX37rzJ2++8RdHtM1jdYHPzMhuXttnY2mZ98wqD1Q3SNCdNFbv33yYET27gaO8ht2+9gXOO8YlFEHjT1cznQw7399jbe8BkcoaRgl63YKWborWhv7rC8598kRc/+xmyTk5ou7r3Lm/e+/tYHN+toSEIQgPlQ8vB7RHNxHPpch859yzGZyzcgpX1LUQnZTw55OR0H+ss61tbnIxO2X/rdbaqJSZRyMTERWk4d4JFKlkrmaapa5RK8CiEhrKsSYzGVQ1BSHxw0eygDQGwTZzPK2JwYFCC4WTMH730Ev/upW9Qe08TBPNywfDVVxiOxz+xTH1AiiXYpnUVSEFTV3GPpvTFTE0YQ6/XZ1lW8W7iouTHSB3zblQEGfhzXpaI/mwfQpQJ+NbREzX7F8PuEOIIQMmWMEQrVLcNtgUIaMwFtShaCSPoVIjImBRCtMVStnk/jk5u+Nznv8D9e3c5OdoH3yC0bHWQKub8EGNOc60Zj6cgIgjD2QbRLptq6yL+vl1kKRkH6hGl5VrZkoq5RS0T1DcNh/t73Lp1lxc//tPceutOxNudd+9SxeOciBeokpI0TcnSjMViyWy+ZDafR/hGALTEBsfG2hZZ0cE2lkynrPYHMW7VDqik4s7eAc03vslv7vwTOisD8jzh+OSQS5evMRl6NnodvKswAYw2zBYVQSlWVlaplktGoyOs8KS9DlmS0O+vE4JnPp6DEhAKQhAoPNVywaXtnCTLSLMELyRFN0dLgTaSpDAEB0maUi4XTCYjTJrRWE/RyTg4OsaxypXLA9q9Hwoo0hTREYzPhiAk3lqUkowOjxkf7NLMpzx94wYNKfNxyd237iCD4Afffpl7t28hQ4NvJTXn6oaotPDtKaBmMpmwurGB0RmdXo+ApK5qIGY3Nd5hfaBsKo4Pd3n86CEWQZIWFN0VVlbXWVtbxxjF0dEeSkp6vT7WefKsoKorquUSERwyeJp6gZKCokhY7RUUeUaWJSAkO0/c4JOf+yzXn34KZSKEJTJD3v+4ff4Q53IcBHZhaV73VA8Dy7piY7BKUnvKs2MOj+6xCI5B9xrlfMbR/Tt0tCFfXUN6wf23XuHkcC9yOXuBxCQooduIDIVPYgIACMqqwgdobIkxHlw8YQbn8Lq1OWeaIASJ0hidgE5jo9FGnsyair/43vf40298k9GyIhgDQlK14G3nP+AOHgFgHRYXk+2UonFxdqWkxHpPU5dtVgQXUbAIgVOtvSmE9owbj8/euVjY4MLaiGttTm1XKpVqm0WB97YFENNCPBRVU2NCXH4IHUEZ0Z8TC2XdFuJzxD4i7ud1krFxaZubzz3Dv/qX/2vsTkV8sQLE7bSIGsY0zSmKgtmijHnRLoa1CWHjMUNIBDq6hZAE73DhPZ2tbEUaMm7k4/dtsM5y/8Eezz//XEyvay12ITi63T6Vgapcxi7ZBYTzGKXoFF1MkjMZjyOH0w8jPs5amsZxZfsqUkjqskQJQb/bxWhD3clZTgwPjs74t3/8p3zy+ecwScL+3kO2rlznx7fe4YUP32Rt0MG7Bo1oX5iA8HD5ylWklpwNj7h/9w7CB8RVRafbi92FjJAQ6wK9Xpe8yOOcN1iqssRJiXWOQS8nOI8NceEhjaBQnch3nI3JcsNoPKEoMrx3TGYL1vtFdJcQQS6j0Zj5dMba+jpFnmAbx969e0wPHlBNxthgePajP0XR30CphLt3bnP37Tu4uiJOxOMFF1oFYrzIPDLE8LFlVRFOhmxe2qSTdaKLpquobFxqeAROBJwPNC6AlCzLmkVZ09iaw/1dDvZ3o+RIOIxRDE8PmM8W5GmBB/IsoZOlrK8MKNY26PaKi6WiSQxeCZ7/xAt87FOfouh32rn4394E//UIjbafbPNwghcsjhY036kwi4LKzkkyQy9LseMhp4/e5uRsj+LqVZypOXv8GPng+6wITzHpUB8a1qolopCMxhY3trjGs1p0KVJNYlS7U1A472NygRA0jaexDT5YTBKom4bERBuw8xrdNDTOk6sEI1MuPPDecuv+Pf7k5W9zUC+xOjZnVVXhpbxorn7S4wNRLBEQZCBNMxrraOWLcTIiY+i8QGISSZplLGZzlFStWT5KfuIpITobYjFS7bYygjHO5UXnAlpP7E6VjLzLiy6zLbxKKXTQEV/VbsV9AN9uFUMA7yzCK5yNQwBQCGUwacILH/sYRyfHHJ8eIZSM2eciDp89rvX7ekajEbP5PBb/EIXvSI0QgcaBkIrGxSWODzGSVUILDHEx/hda+K9BS4W1HqEUw8mEJE9IixThIqDBGA1JTprBOAREJqjKMioCUEhpYhZLlnIyHDJbltgxcSYo2kCs7R2kijAO7zxFp0BWMW3SC3jz7iMOjw4pEs2DRyd85IVPUXnBa2/f5Qs/8yKpSQi+Jsk1NA7vGkyWc9ns4IVndHbM3uM9jE7Z2blK0R3Q6fUR0pCKWEykltimprFTVO7ReQfnHGdnI/qdLq5p0KYF52YZaZpR5Cmz2Zhetx/niC5wfDKlkyUUqcYjqBvH4cERQsSbSWo01XjO9GCfx3fvQhD0Nq7jRULdwNnhEa+9+gZnwxnWKQgWJRVaxbjkcwz++QJQiUjHqssFR/uHBOdZv3wJZTJ0JhFak2U5AR+TOZGgFM4HKmuxcSaDdTH/RkvRvjdj6udysSTVGqMlvW6Hbq+g1+2SpHnktWYZvZUBTzz3FDefexqdnAcfvOdy/Fsb7vhvvgvAUFQLy3xvRvWdCWYsMZs5S1uR9wqCW3Kyf5fd/bexCtbWcxpnGT58lbwZo0WJnJ+B0HSTDNM3SNFjdHbCYTUjOE2QCVLFA4VSEbxibSyIwjuEtwQEy2WFOid1SUXA4ILCekvtA0UHlMlpQmA4n/DtH/6Qg+GIWiga78E5amvxUtOGc/zEMvWBKJbhvMg5Fz2bUqBClHdHGXlrUwyKoiiolmUr5WnPT+2M7zxKU2mJCJE5QqCFaIi2S2ujZQkkSl/8aGT03KGUarOxWysjMbvENxbOnT8hoLSKsb3BooniWK0NHslgZY1nn32GP/nKV3C+iY4wYsE/j7eNAniBreIGL8gofA8itMmQUU+2dek6k/EZTb2MmDgZ4vJJK0Ib4Xku5WhcLMJCaoJQKG2QUkZggIudk5CCxbxEYBFS0tS2Fby3UqQQj1hrqxs89dSz7B485p27dzg7OyX4gKsdRid0ez1QEhkU1lm0UdhG0ltbp9PvMzx+zHA2Z1bVPHr0kCtXtvnWt15iYzDgE88/T6ZTQmOR/Uh+WjQeb1Iub+8ghWQ4OsPoh6SZ4VJi6IgeRdv1NsFhA0ymExoUXSHIsoLzWIV6WUHw+KaJtkIZ2qO2oNcdICUoJdjbf0x/kHJ8NuHq9hrOw3g84+T4jLqs2Nm6RD/rcPTwLgf37zMZTig6fVZWN+j3Vykry+j0hMPHB1za2ubY1lSLYbyhygA+jkWQ7743RRBt5pLHNTWH+/tMl0u2rz1Bt7dCknYoig5GS5RROAcmzXDBU9mGxvt4Ampn2UYq8iy7oOvHfbSgyDPyLKfodVm7tEl/fYVHew/pFF2e+ciH6K/2L4DG72daeS8l6N1fBcEpZuOKo70R6SNJOKrjiKvW6I5CqoaTw11u33mdcnrG1s0n6G0OGD18i2T8NlrE6yl4j1Ce/5e69w6y7DzPO39fOOGmzmFyAjDIBAkQBAFSiUlZtmXLkmVrtbaSN1je3ZK8Vu1aVS7bkkoqrRIVLcuyRFu2LIpboi1bgRkkARI5TsDkme7p3Le7bzjnfGH/eL8eUKSgv7G3CsCgp2qm+95z3vN+7/s8v4fQUOaKw3Mz5DqwvrrOjc1NqhBgKjLRbqFiwKoMnUm4nTjqQHlheEYvCyAfJEY6yzU2M5jGSZOSlQRjWd1a5+zlS1RBjtt17XAh6Z1l+/uXLLNef70piqVSrxOAQopQCIGEyNfJopihtKXb69Hf3k7SiFRIE79S4gyUqPODxwcZ+Aefcj+0bMGNSuBPpIN0zonkCPDeyd+fLhIBB8s2zSeIcAjCoxQts8w1jc4IWpNlOadP341RisuvnbulG42IjtQanb4f+brN9qEfKZYzQNAST9nrzvFPfux/47lnnuX3f+8/EXyDPFpE5oQxiXyeEaMcVRv3um1yenoG33jwssQwWjRq46qiaYZE5+i0WhRFwebmJkopsjzj4Ycf4X3v+wAxBv7043/GjeUlCWrb2xGwjNEcPnqcVrtD7RrGTU0MKdc7y+hOzOB8ZLe/SaunuXZ9iUcfeZgnv/Akn//iM3TKkofuvY/MBAqboYjo4QgfGnSrzaFDR9lutelvrnHl+hW00bRaJZ3OpGScI+OJxgeq4LGjIVk2wOQZ7VYbrSJVVUlHmedkmaWpPU3tMCkATCuJjy2yjKp2uCBxJas3N9ja3MQ3NZkKrN64ypmXnkNpzfHb7gGTMTG9ADFSDfe4cOZlXnnhWRZm52jfdpqlG5cZDbapmyGZ0mgCTQhYosQrJ3OESfPMAAwHAzbXNxiPHVMzmna7Jxv7dolCuJ82y0VGlJQRyliapsFqQ9kq6XZaZMZQFAU6KjJjiRhGrmL20EGO3HGM43edwntHXhRSvL/k2P3llsW/sPGOsth0Faxd32Ljxh7dQYvuds5m3bA73mFCl9gyYzTYYnNjiX49ZFxmnDh4kNrX7CydJQsNaJUe4KnZ0YCvyK3l8Pw8rbzN8s0V1vp9XDXm6MIc3U5HlqHakGmNynKslQC6PMup64baSfpA7TUmaLJGU3hPcBFTtHHKsL6+yvZun1E1oo5CQUBJCoNJabFq443r1JuiWMYIaHOrUGolN3YIjhgdZSkINu/FJ17kObKQjhA9NstpGpEOheCxKDINuTb4FKKkk05RJWK6Sj5R1/gvsRrKsqQOHmOkW3POiWQnynbdk3K8tXSoIv1RdFptvLIUrQ6PPfoYzz37LFU1xhglouIQ8I3HOS/yhgRliFEeEjpKEWj1Zjl8/Ch13bCyss2nnnyJS+fP43xDivJLqDjBXEUUAn6WOVeWZUJmyizTk20Gg12sMpSlRWvHeDykGg5ROiQ3h5VCawy9yUn+5t/8Dr72q76OT3/mM/z3P/lvLK8so6KmVZRkVjMY7mK2DVmZM79wgKqqCTFSV6LVih5cHGGKFq3OBDEodkdjhlXN6Tvv4pknP8vjn/s8OgTe8dYHaOcdskxTtgp0H3aHFWW3K/RxAjtbGyzZK/R6XdodOYrrooWyFmstHZMDimo8opNZMmvSgyxSV0MUHqsU4/EIncwItlUSfWQ4EB5oXuRUVWBrvc/VK1cZD4ZMdTp0CsPVcy/Ta5UcnDmNyboomzE7O8uoqbh25TU++8k/YenyeerBIkdP3Mbh48e4uawZbkd8U8l1pnSaLQts1juHVgZtRG4WmoZhv0+Ztxn09xgMxhRlwdT0JJO9Du1uj8LmkmOuFCrPMDYnlgEfJNq1GjZEE9hc2cJXDcPdiu3RkHK+zZH7TwEimzPWotRfXGLsH7vVX2irIgQBXMegGK9XbFwacOXGKtPdWXq+RQEUZYtNtUc+XVKrIUvnX2Rrc4neTI+pVoei3WH98qswWJfRhJFZvTFWlBU+Yo343rUpmJuZIctylleWGQx3uXxziaMHDpBPTaR0HgFhWG3lRBPk83YxuYu0og6OxgWqpsHmDjUcoMsWzXhIVIj9OZ3wnA8Ym0OWpVPam16UDlkmlOgY5UkcfcTm9hbUwWqTOJJgs4LhaEhuNMooGleLoGZf7rN/dNA6DT8jJNCGizU6yhseVaQOEmJGELmJd/s531GOxhqcIo0FND6GW/PGCChl0CbHeYU2BSdP3M7c3AJPPfVFuQiCT7R1CQaL0chxPKY8oCgA4cZJXvjXvf/9fO8PfTd5cPzUB/+Aybl5Xvtvr0mONFHI6lqKXOOj6IWNfB/eS1pdwGJtzsGFBc6du8BoXGGIlIWhqQUqHGko8oy93V2KIqfTm+Yf/k8/xEMPPcQHP/hbPPfcs9Lx6Yx2u01TDVHKizWyLtnZ2cRYQ7s9IfCCiLA+Q2Q0qsgyQ1a0KVzA1Q1Xry9x1933cv7Vl9jcXudTj38afMU7H34YWxS0gF6rzXiYjAchMjc7hwoNm2urXCtbkrq4EGn1Zpia70LWAluKVtZ7fF3TVKKkiK7GNxVhPKAe9rF5iQm5QD9abdY2+mids7055uRtcwz2Kq5cvMaVS5foZIbctNnbXKXe22bh4BFs0WVre5cjh2dYubmC8w2vPPcFblw+QxYrhltLXHIDjp28g+PHjrOWl2xtrBHGQ6yKKBpRS4QGG8GpFLeQ2ALV3g4ro5qZA0eZnFtgu7/LhYtX0KGh024x1enR63Qp8gJbtoiIjW88qtOizFMoSx4MKuaEvMX0yVkeevfbWTy08JWdpPryTjKNw+QX8h8lMSruesSfVexs7FGUGXO2w4QvQVWodsbUgUV0WbBy7mn6r/0p0UWKskWrbrP9/BnY2yDzDlW00VGiHUTK1qCMNCE6Sp5RoS35xBQGWF2N1KM9rq0s0VRD5qem6HY7mGCIUTHR7lI1tQByNAyqMfV4JD9H8BRZDk2DNSV+PMI3nsLk5LERu3QEZcQRpXSGsRLB8kavN02xjE6IQyImlU3pPv1coWjqRo4iEcqyze5gR54sacFhjMwDiyyXE7fWNCE5cqIsgWJ0KCXHVaLCNw5LskNZdWuWabQIYoOT7yd4j9WZaDAVmJRzo1K2RzQGnReU7Q6PPPIoL7/yCnuDPZJpUmQ/6eeISRAfiWRWuJMiDyppTS/w6Fe9i8efuc5XPXKc7/7+7+Dy008zHu6KfjIEMi1QhuCCFMqoUSnkfj/yVFtDWbQ4fuwwjz/+BcATomPcNOyNJKo3s7KdVzqn21vgH/7D7+dtb7+PD/7yb/Ps88/LwkirNOqIhNAwGOwKKduNqYYDNqMieMVEbwabF4DBKkVdjRjvjbHdkjxv4Vzkxsoa0zMz3H7X3bz49JP0BwMef+IJPIF3PvKwWFrHY6YmJtnZ3WPsKoyG+bl5wHP9+g1itGidU7baEB2tIqOJktlksoyiLBkM9vDVmGo0QEdPlmdErWh3Ir28oChbrG/0GQ5FXbG4OM144FhZus6rL77AoL/NxNwsvXaJbyqapgEM7XaPceXo93cIzvPcc0/xuU9/DPyYwipirHDDPlfOv8yR47dx6MhhylabtbU16t1NtBtLZEmzH08iYBQVLFaJu8aHEesr1xjVI6bmDzI3O8fG6gprq1sMsl0Oz8yjspJOFihVh5ycIk6SaUkFbRQ0WuFbhkOPneaBb3qImQPTKL2/of/KTe9XJL5EmdLHCPWwxr3oyDcz6rqiqSoWp+eY0iW6bqh9gysD7bkeazurLJ19msJVgkqr+/hmm0yLxVVrRXQNwRjy1MQIbs0Ro8UW0u3V4zEmz5ibmKDIDMsrS2z3N7m6vU2j4XCh6eZtQiOjuTzLiVoTjQJriKMhw9EI51wy7YmGWhuLGw2ZKHOywQAXdGq+FCEoVFD4+v8H0qH4JZ1aVJHMSNcXkQ6TqBNv0uNipCzaKJ2RWSsbYrUfSmbRaKq6JstzTJT43KCEQCR7PBm4h8ZLTrhSRCWaTWEKQvDqloxoH6Mlrh95IjeuEUE7RiQtRo5UBxYXufOO2/m1X/t1mqbG6JgE7hLXGvblRelBYDODq2uMsZg85+iJ22lPTLP02lm67z3F5pmb/P5v/x6xGkofkTpK0oBaYdApJmA/oTIzBUFpZucXUDrywkuvUNc1ZZETomdUj1H7CgNtmJlb5P/4kR/mrtO38ZM/8xucPXsO74VxGFwDoSaEJkmzJNvaNRW+LqgZsaN3iNHQ7U5jbI6PMW1eDXXT0O12qF3A1RVXry9z8OBhrs/Ps7F8g+3dXT79uc+yur7Gux99F/Mzs5StQK/dY3dvh82dLWoUc7MH0HqT1ZUVlLL4ENFZQZbnjJ3G2hYTE5PUjXTQ4/GQzbUVpianmJ2bw+Y5RavDuHFcv3GZLJPo2KnJaVwz5vrKBmdfeY7N1RVOHTvGwtw01mqGu3t0JmaYnzvIYFTT39qiKErGwwHPfuEJ0QciqZYKDb7CDx3XLp6nqRyHjx4nb/VYWy4YbixT1TtYr6lVwCYFSAxCngpRttveDRlu3aQaDZmZW2R+ZpotZalGQza3tmhPzoD1GBtoG0MZLEYXkGmshtkT8xz6+rs4/tbbaLVyUIF9SPX+9uJWV3mrkdwvmHL68l6zuz1Cv1ijljyxbRiMd2l1CnpFDqOK8WDA2HlcKxBiw9qZJ8n6lwk4bGImWCMdoDVyfWor4YNBCWZNazDRJKlgg9YZthAgMQFmpqYpi5KltTarmxus7w7RSnFoBrpZi8QKTyF9pcSqRNFb9qs+jXNonYFyxHGkrisyPCbK2jjPZK4bTU4dLd6n/ccbvN4UxVKpfeJO4kMmqU8M8mvnxLtqkAVMq8xTQuFYWJZai1I/amrnMHmeimPaLEePtbLcyFIeR8wMtRfXjVIGF7xgnZTQ0XWiKwuhRBZPyshyZz/d2PuANgpjc7TNefChh7lx9RqryzcSri1COi75ELDW4F068gSo0ia88RFVZNx131u5cGWZ6emCL37uLL/yC7/C5tWLqFClLg+cHyfPvMiQYhSfuI9R6Nrpzz512wm2dwYMR6NboWy+qXBOKDhEQ9nt8oM/8D/wwP338rO/9K85e/YcTV1hjUqk9QHbm2s0zZDGiydfQt08javBGKrxEKUN1haULXEuKZOjtKYae+pxI+ARHRiOajZ3Btx59728PBox2ttmdzDg+RdfYGNzgw+89wPcfvJ2Wq0W3W4PZXP6O32qZszM7BxFvsva2jKNlzlpDB5d9JicniczcvSrRgO2+pu0ex0WDx2i25vGx8i1GzcZVeP0+Y6YmZ7EjXdYX1ph5fpVNpdvMtOZoJOX9NoT7O5skec9JntTqKKNrwJzi0fw9ZjPfPJjvPLys5By7PcLHgpc0+CqihvOEX3g8Km7pJvNDOur1xkNtrDOEbxArHPbYt9y7dNmNvoaP9xhe6VhcvYAs3MzjOsJRlt9bmysMxpWzE8tQin3zYS16LzNgUdu49g33MfkkemER0hOnC+ZRX75lltUJOmKjorR2LF5s0/3uiVfiYx2hgyaIeOyYWKih6pqmoGjbkasj3exk136KxcZXHtewgFDhslyYvAQxI6rdcrW2j/iBi9pmGh0JoAQhSLLTeJrgrYZoCnLDocOHUPZnO3161zf2mPUOI5PTTHd7pLnEiWBaZNlPmW4G0ajMcNRRVWL5jIGSUnt5Dml1TQh4pD5aVXVqMwyOTHJsnnjkvimKJbALYvhvhtGUgkzwEnHGeUoKdI1T55ZXA0E8OlIHJRAL4zWOAnYEPxasp5pral9TfCySCqMEKq10bi6wcVAqBrxlocoDgAvx1+tDBYjxdUKXShEhc1bRCy9iUkee9cjfOQ/f1i8314CpUKM8rRKUAB5CATyzKRcEMiygna7yx1338HTL7zG5uYGH37hc+wsX8dqied+3uMAACAASURBVFGIRBlYW0vw+xnQQkxSSoLbjBa5VNlu8dhjb+PZ519lb3cXbS0xRIZp4xwitFoF3/Pdf4e3P/Qg/+JnfpWzZ87gYoPREWLNTn+L3Z1N6vEApSXnxaRRQvAiBI7aElWFrjJGoz4heIwt6E5MyvLCW5Sx5Fawdb5u2NkdMT9VcvTESa5dPIurIEbH9etX+aM/+giPvOMRHrjvASa7U8zPzjE1McHq5hp7owFWSwff39rkwrkX8b7h0PE7iSHSmezRMl3GVUXZ7nD82AmKos3OYMSVq1cEqqs0c7MzTHRzxuM+K2srbK2usLO5hXKObtliZmaWdqvD9PQsWV4QQ2B3WJEVLXSW85nPPMMTT36R4bjCIMJoq6BpUnwCQuVvRn1uXD3HoK44fc8DHLvtNCovWVu6TBxtQnRCvkkNnyRxenH+oNDUxDqwvblM3ozpTC+SLcwyXN9gb6/P6nDEiekDHJlcID80y51//WFOvO0O8k5Jms+wrwfev6/+krvulq4wBsXWyg7XLm5RxpxytaDZHnJz+QZxoUV3ZgarAtXODru7I24s34SFLhO25NqFF/HjIdHXMn9UVswZmpRdlVqG9FQwwlmTZZMxiQfhiMHLaVIbQjQSD20K2kWHhQVNbMbs9jfZ3h0RvWbsIrMThk7bEoPD4ygyud5aRZu6lnumrgON94zGAl6WiAtJN6jqCFlJb3Ka3sQE+k3vDU/axRDirSN5nlth0sWYxDLyQyoghIZWnjMavv6DGWtSxk4iJyux6L1epKTF1sZgMIxHFcYaXO0IjaPVKsAnWaqOt9wymbXEppFBfBIAi2NHo1SGMhk6K7nznvvBGM6dOychapmVP0uFJKqXiyUSZKve1GSZFXdS4+h0euR5i3c/9hBTk4pfvvYKg+VLEIWw0TifZDNyocl8NyA8TokDLgqD0obZmSmOHlrk3/zb/8iwGtHttPG+ZjweobAYo3jssa/lfe//AL/y6/+Bp597AUUg1w11PaK/vc54uEtoxvKeJ6CItVkq9lC7mhAhMxkqOlkEuIpAZHeoaHd75GVBXVWCw2sXMlOtalY295juTXNg8RBL1y5KgJYxbO30+cSnPsm1azf4uq/+OmZnp2m123R7R1lZW2Orv0OW52RZzvbONhdfO8toVHPs5GmmpqaohgOGlePokWM0TcO16xfY3OyTFRllWTI9NUmnsGyurbC6coPdrXXGe3vESohAh48cwWjLaFTT6k6T5x22tzbwLqBVzfL2DutD2B2NRHOalhKVazDpAzbJ26/wxHrI1tIlzozH3HHPWzlx251k7TYb185Tba9hHQTjU968dP9WG1RQgCwag6sZ7fUZk9NbPMXs6UOMBts8+NbT5Bpakz3e8Y3vY/7YwcRi9KD26eXqlm7wL02jTgFiwcHNcxu88tIlJrtTdHTBcLXP7uoaW1WfiYkeWcsy3Fyj3txm+eYKG9WQE6cXWF+9xOjmecoozjlQeAXKSpx1RO5nYxLg2ih8DBiTEZW5td1WGlQQKZ9CQNs+IA45pel1p2hmFsip2N0bsTOu8X6LqnbMTfXodnIyq0AZYqukqRqqsWNvUFNXjkHj2KtqBrVDYQneUTUOHxQzc9NMTc+RJVvxG73eJMWSpHvUtxwyddMkTaMw/BrviE5Eo7pRtPIi6Qr3KUGOzIrNL8SASoi1zFq8czg8xorkwLtA1JpxVSW6kGVU1xAl6dF5l0TcCpNZihDw0eO9u0UdikSyPENrS7s7waPvejePP/4ku3ujW57xqFImeQJ5EGI6tnlZlEQlQIAsY21rnd/5d/8e2y5oWbhy5TXAy4YbnagpkdA4VBBPvOR7a3zTJNRbwBC549QJfPBsbqxjMkOWaerxkLpuALjt1Gm+4299J7/1W/+Rx594UrrRXDEeDtneXmOw18dEJ/nUJv092shYIpKQeEqEwN7Lkcs7mnpMO8+pxyO01pStNjZZT6uqwftA4zwtYxhVgcWFQ4z3+qyu3ZAxSAQfAi+fO0N/d5d3Pvwg9951F91Oh4MHFtHWUteOVksygNY2Nrh++QLeO6q6ZvrAQSZmFrh67SI727sUeYlRnl57gsXFBYZ721y/ssbm+jKD/haD3W2mul2mF+Y5cfwk3d4EjQ/sDYeUwwqtcjm51BUXLl1iXPZ417d9F8XcHH/8Wz/LcOUqEQtRSSyHVhglUqyAR5uIa4Zsr13jxadHnLrnLRw+epyi7LBy9TzDlYtYp0E7lLESb5KgLmgDOsMrgzI5eTlBuzvH1Ow0737LV/M3vuNrUq6MI89TxMotgfn+Db8/o/zSYhmFCamkm6zrhu1ntrj0yk1sbpmcmSSs7jDc3WJzex1/sE022aK/tUL//Av019Ygb9OZP8j29jLb55/Cul20lUJvtBUgDLJwDN6liBaRAiol109qHwgBHIHMCEtWmHAiZcpsDlGE/HlZML94hMnuFDu729xcXaYe79EfDgTnFgrKdkGu2tRa0W11GI08hWnQyjEajdmrA3tNxCN2lxgCRdamnbcpdQ46+ytr1JukWIrgVGIpIQQn/uEE53XOI7HlhjzLsAkoYZTGJ0JJZsRuh0EWL6jX43C1kmyZxuEah0pHpTyzeJ2e4MgYwDWO4JNmMD0tM6uxWjGux6l4WcBiTInSGQcOHuXY0RP853//eyIF0hql5J8mNoKFS7ZJuUpjiu2U4mPKLn/77/093veBR9ncHfDFLzzDmac///oTOfkyAEL0svwyGU1U4lCI9lYBMzbj3e96hC9+4UX6/W2ZA+NwviEicpwf+IEf5NVXz/HJT34apS2twlKPdxkOdxiP9zB4KZSJKh2ViORVcl6gBYS8v+xq6pqxGtKdmMS7Cmty6vEYlCbLpRutmwYVFSrK50yaiZ46dTsxeLa2NuT9DTUax5XLFxjsrLO1vswDb3kL8/MHWZidYziqJL8lK7AmY31zm8sXL7CxsUV3epZWd4q8bDPRm+bI0aOcPH4UW2Ss3lxiY3WVajjEjWuxzCpLrzvFqdvvoFW2QUmhmpycTmSmmqYac+HcGT798f/OQLf4+plF3vst38TxU0f43Z//CZbOPIONJU5VlFqLlRWFNhHSWMNoxXhnnXMvPs2xasjiybvR3VlWWxOMl8/SeJeyv2NC8OXS/egC0ztI78AdzB8+RG9qlrKVMzU/RUjAEB1N6iTfWBZ0azwZIZKka5Vn89wNNl5eZrAUqAvNwUNHMVXDzvoSw6119nDMHT1GzDQXXniG4cWnsEGAIHF4hsFFD25EoUkwbi26Z5sGuCBWxLTkvCWV8gqby3JSay2Z6AaCD6LFVFqiqJUE6BkDOE+Zd+kWk0xPL5JlbW6u3qAZbrJT1QzWKua7ilZ3nixvUTaWiU6bvUHF+mBMHR27VcWYgNeGSJPmulqSXJVNEJ43fr1JimVMR0po0hZa4gycHMsT4Qft8EGcG60ix2RWZC1e8GZj18ibr8Q+qLyg35QWwo54yMWIjwpUvibGfbx8pLS5yIRsLkdb71/nWmrhVFZpUGozTZYX2FaLhx58kPPnzrC+uiTE8ygZ4iQQiISbyZJHGy2ohRTyrkzO/W97O+/5hq9mefkms3M9vv+7vp7nPvs4rzy7IZ0paZbrXo/e9b4R72yyZ4pN1DI5NcnpO47y0Z//c0LtKMqM3GqGEXq9Ht/3/d9HiPBHH/0o1mryPGM03mV3b5O9nQ28G1Mkt0RAkWcFLkRsJpnmMfjUJYje03uH9w1NY2iqijxvkZmMsJ9tFEVD29Q1zbjGoOVzNRmjxuHGI+644y7OnTvHVn+TxjVoFdF4hsMhLzz3AmtLy7z97Q9z7OTtdFolkv/SA6UoWh2uXl/i5o2r6NVlZuYWOXn7nRxanOXIgQW0Cty4dIErVy5R5LLJDo1jfm6eMss4dfIUrXbn1g2aF23yvIQQ2O5vcuncq3z+U3/G8889JcuAZsS3fv8/4p3vfIC5n/w5fvNnf5rXPv9xbBVx0WGVRWvQRkmoYfTU9RjwNHuOK2eep3aRI6cfpHfvu9mYWuTmhecY7q5Q5jnRKbAZtpykM3eMiYOnWDxyksmJHt3JDvc8cIo77jxEbvXr19lfcXTcj3yIcV+DrBhs7fHcp55g54nzqGBQvcN0Zo5Abrj86nOMLr/GYG/E9G33UE632eivMFg+h3JjUZY0Y3zKu9IWMiNcSUIQc/K+ay1ZeLUyIudLD6M8y/Z76FtIRcnQEo6t9/uLIcEn6tQQReeJmSXLexw7cQ9TU7Ncv3KGvd1tnM64uTekV28y2Z7A6JxcBUqrsfs7BiUDEqJYQjNtwMiRvKlHRGP+8nFFer1JimV66qWuTDZpAoOQZl10X4SI1QaP4JryLGfU1CnJMaIyQ25zgUJEyfiWGYQsgEw0NE2DVlY2wj6IfQwRCNeNhJR572X4nIqU6BuV2BGj5B6XtkApy2Rvmnc8/CAf+p0PEX0kBpm/+ODTllPmsI3ztwomyFbZBY3pdnnsPY/x8U88yYd+7w+54/Rt/OiP/AOGwxEgF5pzIW3hkxNEKZTZlzgoMpPhkUXSqVOnKAvD8s0lmTNqkwbuhm/71m/i4YffwT//5/+SlbUVOq0Wdb3HaNhntNfH1zW5EQtYCIA1hABW7yfhabK8JZvLFLWgtcc1FdZYnKtomhqblRR5Ju4PH8itRbfajNwgdd2Kqq7JlWVnZ0C7yLnzzrt48fnnGMchMdaoGMi1ITY1Kzeu88mdHU6dXuKe+95Cd3KaPC+YmW3Rqiq0LfHOsbO7TTvXHJybRPsxK0uXGAyH3LhxDbxnsBmIMTDRm2R+dpbDBw9R5IVoYMXVQPBQVzXBDTh/9mU++4k/5dUXnqLa66Os5fKzj/PRX97FVT/M137gnfzTn/hxfvVnujzzX/5frBvhiXgcJgSiE8NBUJEYa7RSNMM+S2e/QBjvcOrBD3DX297N5MIRLr/wceqdNbLWBPnsSaYP38nBg0foTU1QtHOOHF3ggQdv58DByQSoFQ4Aat+amDrK+Bfnk/HWvzTRw9b6Hs8//kWe+W9/Qtkf0OrMMbt4mIX5DssrV3jl+U9T7O3Qmj9CfmyWRsPmuefQww2E4BYojIU0XjEqEqJHOUVuM3wjChEhZUWIEZsbgb7EKCSodOpSxpClAqq1Istk1muVRgVHrixRGylwSk6SBGmOVGaZmplHhYabl1+mcTsMdMleUJhqSEuNsGQUBgoNRWEwY4i1R4VAaWQngpLI7JByrv6q3vLNUSyVbKvzPMf5kJwz0spLlygeWo9n7OTG9ATKvMWorqiamsJmEv3gPDoiYnPkya6R4uKiSGxUdFAh2ddKg83QMTIejakT7qhuKmKEXAvmrY4eYwxlWVDVnqJsobOMe+65H6Ph8msXCEGIMyiT9F9CChKXTooD9TF9PRK0YX7hILfffQc/95O/SrXX57YTR9hYWeXa9WWMyfHNPttSf4ktTYqmHIsliCkAJte8+2vewcVLV1lZXUUb4WOOas9997+N97//m/l3v/ufuHR5SZIqQ0NV7THY28TVA4xKIwQt0QXGivg+7jNB/T6URD42ra0sFRQ0TYMaVxg7JstLjMnQudlfytJpd1A+Mh6PJX3P2AQVXmT52lXuv/8ebjt+G6+eeRmNoVsYyiIH1+BqiXa9dOEi2pYcPn6C6ZlZrDZ0yy52LsM1FUvXYWt9jZdfeJZ2b5KoFKPhgLqq8c4TAywsHsbOzIqHOiWGWmvIVCaIL2pc9Fw6/yqf+JM/5rUzL9CM99BRbuLoai6//Bwf/qWfoan+Zz7wLe/hR3/8x/j1ySke//0PocZ74CMuBog+zQfTETQ6rDZEV7F+5Ryu8dz56F/ntre8k+n5Rc6ffR7TmuHQ8dMsLsxTtgxlYbjr3hPceddBWi2TZpKJdfAlgN6/iFKT1z4liKipKs/ytTXWrq9z7qmn8dubNM5h7CTFdAcs3Fy5wTh4Yq6YPzhHd7LL5rXX8DdehQAqyzBGJH5EUauEKNHSwocVaEn0AW0tKpffb6IUwTyzklWuRDMciWDkHlc6SJeZbKHRO5yTWAtlFNoabCadnw8N2imwmqmpOeLh4/TXLsFwwHajWXaGeROY7lq6pWamFbmqPMbVaOfIjZzScg0jN6Ku9iBTZLEFb/bOMoaItZamcUlqo9gPEotRSTeYyZPKBVmcoGXbbZTCKo2JQONl5sm+s0uAvUqpWw4XYxOOLXlHQxDHi9WazNgkP5IjvXOOOkoyXCSQ59KpFWUG2lC2erzzsYd5/DNPMhzuyvIoSOnSNuWUk4LTQkqdS66kkPzwd993Ny7WXNtcpey0efe7HuSZLz5HU9XYFNdrUuejjZE5prV477FGgRYGo1KaVrfHfXef4nd+7yNUozGdVpsmRKZmZ/nuv/s9/OmffZKPfeyTqcBF6nrM3nCbuhqyD31V6QhOohmFNDoIzpObnKwocXWDd036WaLIq5Cc87x0MmPWDZnWlEVBZg3BB/I8ZzQavT7Dsjl5abjv3gfYvrnEvffcjYuerRuX6VhRRPQ3R3Ka0AZrMpraceniVVZubrAwv8jM3CxZlnFg4QCWwMrqTa5dvihdS57R1JXkKKVZ3eLUDEcXFpjpTaCSuL8JNVFJHIF3FZcun+MLn/0kr517EVfvQWjSjBxZ9NWejYuv8Icf/H8Y7GzzzX/7r/FDP/qPKaem+NN/82uws47yXiJRlKRzEhRGC5NUp/nE3uoNzj73MVoLx5i77R46B29n3IyYnZzEZJqFuQ5ve+sJ5hfaGBPTQ8p/CSXoKy2LryvNZdYdQmRztc9rZ6/TDAIb1y6zd+UCthkQbU734AG6M11Gu1sUVrF4/Hb2drfoHThEaIZsX34Jmopck/zscrRW6YSQpa8p+SJZKY1C1KCtItOZNBEmI0SxFocYxc6sVYqHkfdDwDlR/mwj8cqNkwdMrkQ+KA0UeDeGRD+fmT+IdXtEP2K4t83aTkB1OyivaJeGI/OzVK7B12PC+jbKe5rGpdNrIamWeYLnvNmLJaTxS9Jg+RQ6ZoyRTJwiF7RZFIybsQUQBMkfo+gaMyVEEqXRWjRUwUmBjGmG2aQNu04wDWMMOkhBkOMTyaqjsNqQtbJUwAWy64IDRUrcyzl08CB33H6C3/9PfyBzTyfLD3HqkKyRJpGJTJrHShFFGwKGoix5y8kD/PzP/jjNsGZxvsuv/8ITxISLQ8uHp3QKLUvf/z7qLXphWmbWcuL4MSYmupx/7RLGaLLCosuCb/9bf5PVzTX+7OMfQ2lNkWtcGDMa77G31yeEWi7YqNJDRhAdRDm27suVJLfI0qgGDETn0thE8omcq1AESeHUhlanTKQjqJqGMi9od7o0KZMdFNEW3H/fvaxf7jLc3uWrHn43zygo3IDNnS0xFyR7YJ7lZDZnOHZcXrrIeGePwe4uh48dxVrLzPT8rXnulauXqeoR3W6H3GbEaFhYOMDcVBvlxox3t6iUlQVXq804KPZGI65fu8TnP/Nxrrz2CqEZYzV4jczXQiPzriBBZBtXz/Lf//UvMBiN+Gvf9e38/R/8H5mZ7PJHv/SL7G4ssR8yZ5RCGxlneCVzw9zm9A4c4tRb38H0gRnaRYvDhw/jXMPYjTl+dJq7T8/RbSeMYASVlkdveA/dogUJZKWuAy+/eJ5nn3ye+clFWirjxqsvEgdbRKXo9FpMHTlBp9vj4nNPM+hvMj09Ra/bop0bdq6cwa9fFoq5sSkkLyfLxaETk7rDJAiOsTbFN8ekoJAwwboRCaBOKO4YpVs01iSDRJTuW4tzTBnJbPKAsZqoPD6I1E4liLZNlsmoNSormDpwBOcDummYDMususB2FRi4kqnJHqePHWSmV3Dm4jXO3VzHjWu80vjYUA13qDJNLFxixv7lrzdNsXTOo62lqmsJg/chMeYUPu6/2TJbCDEBIlG38re9D2Q2OVqSrtFmWZK2BPDhVrfqXJNkAwVaQZ5bkQE3wsargyfqfXuYBCXtI9uMsWR5ibYZDz30EDduLLO8dIPoPWgx9MfILXulSvarECM6DZC1NnhlaULkU088Rft3Fzhy8ggtY/nwH/wXLlx4TY4K3qXZpyYvMppGNto6iEBcJ897QOIT3vu1j7G+vsnm2jr7C8mFxUVarZLf+I3fZG+4S6fIIdZUoyGDvV2ibwRZp2X4rRIvMMaY9HAmyZIEbNI0Yn8U/ajH+0grpT7WVcNotEsny3FNJZxBHQiJApNliqxsoXxGkRmqUU0dNdiSe+68h8995lNMll0e/er38/RnP87W7g1cWtjlmSRsxhCoxyOGO31uuoraVWz1t5icnmZhYZ6J3gSZPkyv2+LKlcuMRkMa52giqNjQ1EM2Vq6z6gNF0ZEsm7JDHQ07zvPCq2c4f/4Mqh6joydGEUqHEG9JcEJUKNdA0PRvXueTv/0rVLvb/LXv/V6+4+9+J3Nzc/zmT/8UoxtXMEk6ZoxFKTEO2E6PE4+9h6/69r/H4aOnuHLxBtvr63QmNN1uzoOnTzI33yIz+wVSMs3fuFCmBU5CqcUQ2djeZWe7YWNtD5xhotNj4+oVdq6fJ1OR3GraB25n9sgJBrt9di4+hR0sM1wt0UWXjaWS4WBI9BU6RCHzoImxIXohjMv3JSxUo+0tkpZOTjejDUSNtbmwJ+sxNpcTi81y0VRGjc0ylAHna4F2a0NQ6WfRUaJURE5CjFDkEtGsjGgxIwZV9JhaPICqtynqVbLhCht1hw29yGjXMJ3BwbkZ5qZmOLGzw5krVzm/tsnVrS1c1eD3FMPRkODcG9aoN02xNEqWJ1pnkvdrTAr3kra/8V7oIEr0WloJTqlolbhaeIrjuiJT8pRTkDSRKUfHaGLURAS/FpXMEyVj3KExIhfxTmaMPhGBtKKpRJ+Iko24yUum52Z59F1v5yMf+a9JNwlNmsWp/e87CBUoJlmSQoER7KZTmvmDB3nfB94LGl544VVuXlvizNNPobwTFwYiCVEE6nqM8Df3B+fJbolsDDsT0zz04D384Uf/jP7uLmW23z0r/vDDf8DG+iql0fhmgHc11WAHX4/QMZDbjDo6gS6nxVGMEWulUEqwm8iTxnUtW/woOToqyNa/qStCUNTjIUXZRSvhLWqdyw0fJGyq1SrFTWUNZbugHox5+eIl2scPYIksXb/KvV/9XjrXV9m9cBkYkytFUMIKtUphogM/YrQ3ZJ2KqZl51tfXWF1b4cSxI2RWM91rk588Qb/fZzwe4uqaleUbbK6t0W51Kcs2rVaPsiypm0D70G3c9/7v4tG73s7GYMS1pz9O8EHgK7yet6S1vCdyFPIYcsb9NT71+x9ia3fId37f9/I13/A+8s4Ev/tTP0n/wll0lpYUuWXu+Eke/fa/w7u+8QPMzc+ztT3mwKFJDi3mHFiYoSwMBxZaMt74Mu3kV1gV0ysmG5BCU48bzr14ls9+9osszh+l1Z1ifmaePC9Yu7mMDg1RZ2TTh5k8dQ9FUXLxladhsAYR6kGffFzjbC48Ti1uwpg6O9fUOJJMTWlMlpYuOJyK5HkOwZNpLQ2KVuR5IaOpIk9REJZ2pwNBpTGV7Bu0LcCLuyazGZ6QANYJchMFahKaCmVyolFkWQEkyEx7jt6h24m7V8iwlG6XWJXsqg792GU0qujFyO0LBzky0ePepassLeVcGDjODzw3d0eE8CYvlukSSJ5suTmVEtpPpmR+oZVmXNVApIkVRZJ41E0USZETTJe2AsogpsjZGMAoAVtYLZELaRZnU66w9/KUquqaSMTuMyNJXRZennhIjKrSBSdP3c7kRIdXXnxZ3uC0GPJejtzeBayxKONT8dSpECvRyHV6fM/f/26+/r2PoEKk1SpZWlrnf//hV1ndW4Monfa+X94HSXI0WuanwQdym0vl1YbbT9/GzPQETzz9EiiFLQpqV3Pu7CuMhyMhHCXFQVOPGA52bl3U0TsRjxOTdEffoj0pJUTudruL8wICkW6CW8P4unHJx+/xTUM1GqK0pa4rAdlqQ7fbpmoqfHL7jMeeMisAWN7e5lUjY4dmuMeVy5d57L1fz821Jc4//1kiIvHKtCYGRzMeYKIjekc9cOyEQGdygY3VDTbWNzl6ZI6FuQl6nQ7WKOqqJczDugEU3nnwNdV4F9cMWV5do7p2A3vkHh76uvfwt37kn/GRX1JcfPy/kjmDTznFMgJRt6AvePDao8eBGLd48b98mNH2Ft/5gz/EO77qESZmfppf/xf/nJWXXiLvdbj33Y/xDd/5d3jr295Cu10yCoGLlzew1nPPnccpM1noGBVu2RXf6PX6kVs6vBg12xs7PP7nn+D5P/80w/VtVmYWOHTf2zl5+x3kZYEpM4FX5CW9QydYWFwUu+f5FymIxCgQXhUlgiS3adyTGloNojZx4hyzBkw6hYhSREYzRiH3EErSSiMURZssy/G+QTCCIseLyTYc0ChlMbmmcQ3GWFmQEWXZmB7ivmnwIVCUOdpkhKjI8zbOGXyosN2D5JMHCX4Vawwn1Qq7VcVmeRvOlGwpCMMBHd+w2Jti9o4uc+Qs1JELaxuc+fzWG77nb4piGQGX3qBM57gIPja35nsqeHwM5IkqYkyG1RZjLE1jCcECQk73yTa2j2XzIST7mKKqhSkom2pxg0SiSGOS3zqEgEOArHkuXW6WcsRbnS7KlGRFm/e9/z08/9zL9Lc3xYvuPDazVFGKozUalQTBoieTgqKNJtqMQ8dPcP/b7ubH/+Uvc/X6MjO9HrmK9DfW5Lmd4MeZzVLMhWyinUtZ6rfo7TLTe8eD97O52WdjXS4Sqw11VVGNhlijKApLqBrqesBufx0VmoSss6g0B3UqiiZOSRaQDRlNDCgly5G6GqXsI5ERaa2J0dD4McEJFs85T9OMKGOHqh7TNBVFq43NDUVvip3dPbKiJDSeunIoa1FZzrYLLExM1dkPwgAAIABJREFUUA12+dynPsG3HT/J3/juf8CvrV5ndPMSQWVgMkAQcBpHVI7oPM1gwCBu0JtZoD8a89rFy6yulRw/eoTp6QnaHU89HBHTyCYm4j02RyvN5atX2NlZ5+k//CA2z3js67+W7/uxf8Z//IWMl/7swxiXQ3RCzlGvw16MkWtQBU2oa1yzzqWPf5QP7fb51v/lH/HQg/fwj//VT/J7//53uOfO03zLN34D8/NTGKUZuYb1lU1aNnDi+AG6LUNmNEp95czsda1k/LKvyqnC+cCN167ysT/4CBeffRY1bLBE2sowNzFFtyypxyNO3nWas9UWg60dZo8fI1Oaay8/RTlYJYaKTGsyZcXPHRXKRwnVRJaLWgkNyGqDMciCMYpuMrO5yOOUwVgtD2cjppFMZ7LQ0xarrdiJ0xbdpjRGmXlqfJTFXESKaKZzAiQITYMpMnwViFqYD6TRXJbl+KhwdUiAY41zQwrTI8sNqlpi3c6hJucY2g6mGZIHxQjFyJfMtSDr9ph89uk3rFNvimKpEFuiMQaPE/1WZml8DYj42WIEgBEgukg0EZ3JNk1yeTwqeqLzeETP6AjJgYJ0W0qKrUqyoojCB9GJ5cak4ibkZKUDtW/IdJZE35poLFnRZnrhIHfccTs/8a9+ThZQVmyYIQSK3FI1CZ8vJkdiIiNJJouhUZYHHrif1ZUNnvni07jhgFUfsSqgca+7MfZ5mfjUyckmVXKUJQ4DY+hO9Hj72+7miadeZLCzJ1pJn6IvtMZkmUhnfM1gbwdXV2hCIvBECf9KGeH7tPjMikZVhcjExAQueIKK5JklJLhImVmiijQNmMwSvQMTaZqGwWhANBm1G5OFnOF4h24xgclk5OJiFPunVgyrITu6pF20GG6sMdzZ4hN/8sd8+/f+IN/wN76HP/rtX5QDqW1JF9LUBN+g8WgtEIUwHjLobzA5e4D+ENa3B1xffoYTx49y8sgxpidnCK4i04ZMW7q9LspkXLx4kd3+Nk0IbC9d4XP/4RexmeO93/x+fuDH/xm/22nx/Ed/H+1qoBEHktnP9JEMGWUydIhpOei48dwT/MGvQOdHf4z77j3JP/2//wm5NUwUuWynd3dZX99kenKC44fmydJhiOT1/6uWOLB/7JbufjRqWLq+zuN//OdcfPIL6PEAFcBOTrJw6CiLiwfor6+x9NpLTB4+xOT8Isa06HYn6G8sY9bPEaO42HKbYbRFDmMqIQw9EXHigBg4FBBUOsUFuVYjkSIv5EHiIVqN2gfPKHmwSyS1v6XoiBGitvIARmb9WVYIsyF4uX90LqcrpVDWgobcalRMYzoLIE1DVhQ0o11M1Qc0Vpd4F/GxpmchC2ss7SnMgQPoU/ezO9zk/Csv0VRDWj7wYL7OhH2zb8MVyUYnb5oCcP5WFxOTnlDrDO0j+Eg1GmNNQZGVjMZDtMmoqhqLLGFQkj0TlNzIVQgSfO9SIiT7Wk6RLnkf0rbPJL+5aARlhmFQOkOZAp2XPPKOR9jZ6XPl6nWs1dT1ONm9FLHx5HrffSAv50Iy9BiiEnjtgw/fx+c+/wxVM0YHhzUaqrEck6zAfF3CfGVZlrrohqTPFWFuEvceP3aSw4tz/MxnnkCs9ZFRUzGuK4y1grZrGurxkGo8vrVVV+mJ7iM0MWKQLWPTNCilMCZSli2BHzgJ//KI7EMrATJro8Rq6SQLqPEe5xtGwwHa5IzHQ6amp4CIb2qKff9vjIxHFYUtwBmCydgY71EWbSanZlhdWuLpLzzJe77xm1m+cpkvfvaTmKJFVe3hXYWOXpL/9jV7scEPdxnZjOnpGYwt2NmreOnMFZZvrDA/02Nmos3BuQVmpqbRSrG9ucmZV14Ra20IeAJb1y/y5Id+GWU03/Jt7+F//b/+T/7txATP/uffoRkPxQobPMaqtPSJKCWGg5hqRwiO4Eao2OCDoOMyrdira65duUqrKDhy6ACdosAqmX1+uRzoKyyLt/5HCqXzsLk5YPnaOps3N7n5wouoYV8sfESK9hRzR49jdM7Kq8+wd+EpssHt5IvH6LXbVP0+66+9iBoN0jWikxpCNtJa/3/MvXmQZfdV5/n5bffe917ulbXvUpV2S0KybFnYSHhpLxibAGwM2LgbaLZhcENj6OmJme6Y6JmOno7poZvuMUE0NBgHi7HxYAxt2WixrcXWvpR21aLasqoyq7Iy8+V77977W+aP83tZwtgeOpiJ0I1QKKsqKyvzvXvP75zv+S4JrWTy0taKzV4U6pvK92hIYiKdPTKEXJ6TVnWeqFBGusIU0EqEJtqm8V8gaUVIYpOIUsSciGAKh44it1W6yLCExxVFptBlT1elpaCHlnrU4FdPE4fnsbaTP0dD1GA1Nhm2MOCV08/Rr0cMQ2S0fIED3TUOziRme04an29zvTaKJSKP8iGinb1Etk1CARIvSAGV0WMNtGRwFE46y9W1Nvsr1oAQZ7VW+Lbd0H2bpHBFJS9IgjZ4Wi+cQx/kBA050D22gRRFn661Y2JqlqIzSbc7w9vfeht333UfbTPCJCVhY7JRelVinmStGKVRMQpWag1GJ7bt2MENV+9l8ewiN9x0AwuvHKd//jwmCtm3TWKg4XLOTIox62Y1dVPjrBOuWpZqXn7ZHvqDIQunzqFjQJmEDy3OCW1pNJBog/X+KjE2QspHTmtZdmk641yScVOLyl1CZNRfx6dI4TrUvt3gY8Y2YF2Z4yyMcOtCkk7Pi3dm09TU3mNdwdpgSFVWFJXNY1YkxEBVVbIBLbosnjvD1tkZ7LDh+See5urrbuQ9P/CjLJw5i1cBQiQEL5JCPX69fab0JNJwldoo5jZtJyTNymCApuX8hVXWLpxn6fRZyfcxmn5/nbXVNWxKRITDqpVn8dRx7vn9/0RlIt//vrfzs//kF/mEDzzymU+h/br8rEHMUbRWotpXimAs1fwWbnj7u3jPB36Iq645gHKapYvrdKoCrSJzs7NsmZ3NnqERsXWQV/zVy5zxNS6UwujSqKRpmsDxk0scObJA106wcOQ4o/MLGDw6KXRhmNm+l+mtOxgM1hmceAE9Wmft8FNMnD0BtmD1REHqr2C0plQao+XfNVptdLk+CL9ZTnBZalmrMdlvQSmzQY9SjHmlcu8Ya0Qkgjxbrijz1CZx0T7jvpEoU5dCSOdK6EIYCTRTSmOUkPFDJI/6wgW22kJoxEN0vU8cLMLCg8ToGbSSDBu1JShHRLFmJlizczR1w9orTzOThrxhrmDf5i5lEYmxAV7jnWVCSTtubcZlNIGxqseK0iCHktnKCbG5bWhjAKvodLtUVYcYalpVS6EKEZHhIzG2GYQOMeCjFDGjDbYoUUoxGA3l1E6I52UueDGMt8IW60r27dvP3PQUX3vgG8JD1Nk2LkmXEaNIptp6SOnEBSmQ0E7T5NPQFI7FpVU++N7b+YkPvIPV5VX+l3/1mzx4793obACrrUVrvREI5ozJY4qjCa2MS9bgleLmm17HkVNnWF9bxRUWowJtI2ocHz2FMwzX12jampg9B4V5pfCIjdyY4yqSspxymWMQgo6COzpL3TYYZdHW4FPWACuNjzXETLgmEmNLjJ56WDMcjOhOFkSfKCYLJrtdBgrZrIaGquiSNExOz7O6cJIz586xd/du1r3m4Qcf4Ic+/GE+9A9/mi9+7tM0gwv4mIQ2heQuGSUdUdKathlSr4iYYeu23RS9aUI9Io1KmtVztHXDhcF6lo+Kl2LSBhWifO864dua4cIR7v69/4gf9nnPD3wfP/Wx/565bpd7P/Vb+GFe2mnpjDSG6Cr2XX8z7/zwR7jj9tuZnJkgIHDAi8+9yIHL9rBjyyY2zZcYJRxWlWW242tj203KHeSYYA7kzu/ChVUeefhJ2qbA2B622+X8xYt436IFeKJTTTKzfRedssfxl54k1H2sFpioGa5j7Ij1gShirHZyD8vKWwqdzmbAItcBLV6xusg8SmMkXRVFVRQQ0sZ+wRiBi3yMl5SYSih+4l0ZSIhjukZGaVne5ElHZY5yfj2UUoSUk1wzTa5po2zPE2jvCavnaRcep2wWGTV9gm9pgsBvyZY0lKzjOJc20fT7uDBgX8dw+eYtTE9NUxQ1vr5A27SMAZFvdf2di6US259HgFMppfcqpfYDfwzMAY8BH0kpNUqpEvgkcDNwHviRlNKx7/S1UwKsYZRVNpcsSbPtmBUdZ1GWuMKirKK/tpZNglt829KpOvh2RBsDzWBdbmbEjWis9UZJ8FhIYgpqdMiGtrLlCz6AhlIXtFHoQiFqqs4kZTWBMSXf+5ZbOXLkCGfPnMKmgDKKkCCqnLmtNL5tKKwQ2pXSUnCdxahIUIajJ07w8X/xfzC3ZQuX7dnGVXt2c+T4ccEIGVOWsqg/yWY0JABDIuETOKuJyrB56zZuuuEKPvXpL7A+HNBxFpIsuWKIEDzrowHD9VW0Cht0IKMNo2yI7EPAofDhEvVJIUC+1pruxCS96WnWB0PpdJUoK2QRJMok6xykiE8Cayir8X6EENwFZ4tJ0R80TE4VaOOpqpIQA64U/fpwOKScnODEsZcotGLXZVdR99c5fOQ4N9x4A8dPnOAbf3GUOkaqvAnWKGJeeukU6ThNHRrC+jKj84bZbVdiN+1AW8vKsWdZP3eYFGRETJITgkFGx5CpOmKqHxkunuFrf/xJUtvyfT/8g3zo5/8xqqr46u99grS2QjTyOvU2b+PGd34f7/3RH+WKgwdxVrwKls4vc+LUGa4+sI/tm2exuQNTY3OUS8/Wq56FtPF/jZDHFLK4ePa5F7nvS3dz7OWT3PD6O9h/cCu9yWluedu7eTQ0XHz0L4neM73nWmZ27GJUD1k7+TzKN/KeW4WxcvDqbHQSExA10SbByuWhkXFaZ+/U7ISfgkdrGcN1EnWWQhG1NCIq0/zQGqMtzhVZbSmREuI50Mq7ZvJonkRHjjZoa8RxHrGRi0SUSdiiEM9TbTC2wCTQKYFvadaW8YsvYJtViOIgFF1HqGoo+uUmLgbLYBhZCYFef5mrd25ifvNWOr0OxhniYBmj17FFBab4tnXqv6Wz/BjwHDCVf/1vgP8zpfTHSqnfAn4K+ET+/3JK6YBS6kP5837kO31hpUFZaetDTJSdUuJC80MbYqQsKzqdHmWnYn3xDE3ukEbDPjEENs1uoipLQjPacBkKXtzVyYajWimstuiYUAaiShIbmyNxW+/BSadSugIfE6aoKKoe0Timpqa57Y3X819+748gNiTET1Mb6XpRYjE1zueWjKBMpleRpDRbd+3m537559izcwsnTi1w5OgJvvCluzlx7DglijROnoxJyPhCFc8ORQq0QwUh5yYDe/fupNst+PrDT5LwpGCIKeCcpW6GEFtGwz5tO8pyu9yNGY3N0svxw+NjlMAzEH6nEWla27asXFwhJHFkD0GYCREyrUYgByWiX3kQvMermuGgz9raKtpVsq0cDFg8d46ichsaeZezsFvvUUWFKgxnF0SyuOfqm3nh+SPsO7CL29/xdo4e+joLhw/hVcSmiPJe8O3CoIjiGoVCp5rQv8Bw6Qize29k61W3suemt3L4rk+x+PJD2CS3fooRn7zk4ITMXhi7BoWa9bPH+eqf/AHD1vOBH/lBPvSTH0Vpw12//wlUG9h/3TXc8eGf4M3f8xZmZibzuAznz1/g9MIZDl62j+nJrjAcVGScCLBx73+LQjm+IoqYNCsXVrjvS/dy/5fvxC8us/ny65jrTRMGLc+feoqd+y/n+re9lyNTE5x9+uvM7b2KuU3znHzmCcLZF7EpUpQZvtLyvklHLiR5Y2Qg1rmh8JDTVAXdN3mMldFbDvCilPyqJoCzJcnIaDyOeTbWobLZdlRQlhL4F5JHR4XRTv5NLRNZ0gFlREgSYyDEBMqibUEbFdpYoRdFaTpiPWC0toI+fQi1fgafGrxJgMOTGLqSvppkaRgZjfqUwXPV9CTb91/HlplplBUDFfFoVfjUBxqI9betU3+nYqmU2gV8H/C/Ar+i5B1+K/Bj+VN+H/iXSLF8f/4Y4DPAf1RKqfQdvI8Umqrs0PoGFaIEimkl22kyoB0jg9GI5ZUV+ut9RgORomljaEc1sakJIRB9S0gBhyFqLacVovkcOxuNQ7+U1gQv3QVEikJGXEioTE2yRYUuSpK2XHn1QbRWPP70IbRS1G2DtZo2tiTEpT3l8UyPaUgx5I28QpuCd7zrnRy48gCzXcOerfPcdtPVjJYucOqpRwX7MZdoIilvGrWWUWjcBWlrZIRBs3fXLlbX1jl34QIuUzrqkUcrMS8IzQBijTHiZEgSDAklBTiksfW/HCQYifRQKcn3niK0NYQWawqhZSlN6SqS1gQbJHLCGAaD4cbP4JSFlGjqEaPRkKkQIJszr/bXMCND6QwhtAyGNVOT0/imRRvHpu07WD5yiIXjz6AKx57J7Zw4vsyNt1zOu374I7z8zOMMF46IEkUhm/vkwct7q23Of44juHiakYqMdl7FwetvYefl/xMPfPr/Yunxr0CoUTphrMEokb6O5cGhacFojEqMzp/isc9+iorED/z4B/nQT3+Eic3zLC6c4N3vfhdXXXUA5zRrg3Van5ibmmBqapKrJ3p0yxK9kaw4xiSlSMoG+JsJ5vJEyNitWb+4xmf/4I947p6voPoX6c3v5LJ9VzA10eXsy0/x0n13snzNd7HrljuY2n6QQZ2Y2bGTdjTi5EuPk0aruNLJ/aINSltCSBs+r9KxWfGdVAntrBQwBJJRFMQEOklWTkDyrFKW9BauFNY6gJauTGmNNjKyj/NNU8pOWSGhdYkxZVbbBVov72GMkFqRFivtcsaU2tChiwm2ol1dQi+9QLhwhnawLAIOY4gBhkox0hOsREd/OKRuWiat5uDe3WyZ34o1DoVFm0qeS53QscRWsxgnr8+3u/6uneVvAL8GTOZfbwIuppTGdPeTwM788U7ghLzxySulVvLnL327Ly6hW0g7TstoVKO1xmSairbCLwwhEkJD8A0ptPLGNw0ptYzWhyijBbMzEhWrgegjprSEINkzKKFFpKywUfmkd87hY6AsCkajESkElLVU3R7alWAtt956Cw899jSL585gUqK0EkHqY8KoSPJBbhSk0woxidkHgFJMzcxz860382d/9SB3vPk6Pvsnn+fIs8+xeuZUzjqPotcZS+uIG+FtKpkNHMskJPKiqLjuyss5eXKR4fpAIgm0UKF8W1OPBgwHfVIUSaNglWJ0jDZi7OG9dMVlkTsOWZxIoqW8YIlIoS2oSNs2SPSuhyiCgapTydIpJurRei62gmHZFAm+RalEVRT01+UwK8sKHyKdTo/hcCiWdDGCj9jepNjmhYbFY09QTcxwes9utu/ZxLU3XsMd7/sQf/G7/4626VNZSCplHDChZa+LUmL2rHSivbjExce/wPFd+7nl9jfy/l/8p3z5t+DEw1/FIK9NTBEVxl6hosgKIYjTEpr+hSXu//xn6Gzfwnve+27e/8H3Q9MyOSFZ0/265sXDJ5mYqCidoVs6gYzIUSXfUoWjNjiUGUTOxVJTD1uG/RGPP/woz9/7VeLqBZy2zG7Zyez2XRgNp555irBynv5T9zFgiN9+Jb1uh27ZY+GVl9Hnj4EOKG1pQ8DlyAud32dlBH4wttj4vsQANwq1LIkttlFGaG8ZEiL7U6JkMlApCYaoDSlCyNJLQ94L2IKQNCSDNSUxQQhg8pgeMwDSNjXWFhJ5rXSOlBAfTDEj8YwGa9QLh9HnXxJzmaQJSlM3gaaoWPOaoVf4uk+JZ1cnMLvlAPObN6OKArzwa0PG5rVWJGsp1STSQ/w9MEul1HuBcymlR5VSd4x/+1vVvL/Dn7366/4M8DMgHK7opfOLPtErK3xbQ+svmUYkle3WkAjLQnTCJFBJOF4+Bdq2pUmSH97m0bDuS/xr8BHtHKV1YkjbBsEmU0TFTCRXkbKyxKCICWxREkhs37KZG667gt/4978tW/OYQEdUK/hJaFuKssT7QEJly38x7pBuJbF3/356kxXDi+v00Dz+1QcYXFwiNUMhiUOWaEoht8YSlJCffZBws6IoCF5kYFMTU1x71eV86a77Ga0PmSw13re0zZAYakaDPk1TZ2qHSCVrL0qZoiiyO/0Iow2tb0EpWsnsxSiN05qyFKfrTlmSImgbqUOkbYUWU1QVIQa53XU2Osn0kTGNxjc1g/U+M2VPsMJsfiKkdhn16ka2/2Wnog0jklKST05k4cUH6UxvZvP27ezePs37fviHee6xhzn26N0MwogJlbBa3r/suSHcwSRPpVOJ4bnjnPnSf+bIpg633vFdfOiffZw//beJEw89SEyNsAKSLBVJoLxsfRuj0cbRIj+Pbz3rw5oJW9GZqmhj4vziec6dOcemuVm2zc/SLQqMDvmw+XaPhDwWlx6MS9zJpaU1Fk4u8uyD9/PYV+7CrF7AJOh0e2zetZ+qN825heMMzx2nYxNpNODUU1+ne+x5dG+GM2deoO5fpFKJWBYSZOcD0Qv8UhWV8HdjonCFSI2R+42sNhszOIzyKBMwRlNYhw+RGNIGHhljpLCixHLOodAEL1r4cVy0/PgaZU3+eRV1CLh8IOtsqqGyaMM4Q0DTZkPrpHKEbrOKOfMw5uICddNgbEnC0qbIwBSse8fy6gATA5sme+zYPMe22Q5mcqccQkoTjHTsYwMYkOc1KkNS3Utd8re4/i6d5XcD71NKvQeoEMzyN4AZpZTN3eUu4HT+/JPAbuCkUsoC08CFv3WbpPTbwG8DlJ1eikEoOya7IldlRd20xJYNE19thLflbIAyENpGbPy9OAzZQuNDwhZl5mVK/rhs2ySOwftWtuG6lE2csxumvxpZTmgUtiiItkJlqtKNr7uW1dVVnj70jLzoScw5rBEaSVVIUiS+FaOFcTeRibZeKV5/8/WcOrFA10W+cf9j9C8sYcMomzUI9yyI/RLjnGdrxO7eGJNVQZlHqg3zmzYxM9Xjocef2XBkb5oRkcCwXhf5l83dgzHUdUNDpDRC+h3HZqQYxaw3iQGyKRxt3RJioKHZUA4FnxdvKeGDx1rBl9b6a+ICj2h1o29QCqyRDriphwz6fWbnttKpOgKTWEtVlSQFU5MTDAYDytJRFo7QFnhtqbKXaDsacezpe+nMzbJ1+yTXXbmTD3z0o/y7l5+lWV6gTTWVlZwga0SR5FuxiMvRc2gC/YUjPPNnv8vkzC/wpjdfx4/981/nD//1/87Jx7+BTjUoC178QZXOJg3KEToVB6//Lt7/Ix/kdW96A67XYWl5SNskpia6RBIHLt/HdK9CQjPGcsW/eX1LbXeClAQlHo0ix46c5OzJ84xWV3j+618hnT8FyVPYkvnte9my80qSihx/9knScFkWNhYSgeHaBcz6Mu2Zk1jjMUZR5bwbXQiEohWoFEVTrWWRY8bxryHjhko8FbTVGxSy8fdvjSh0JFhMiZ47SVCeD+PtvsRjYMRZC+OkwOZ0zsYLTa/1gaJ0xBQpXCk+A0rMaNDixRpitvPzNcPzp2mXT0MbiVrTqIJB0qwFw8qoJQ1X2NSz7JjfyvYtWylciS4cIcqU48pCGrMsex07JGml0KaDUu47Fstv33NeKmr/Q0ppV0ppH/Ah4O6U0o8D9wA/nD/to8Cf548/n39N/vO7vxNeOb55YkhYI7Kppgk0dcQ3Ir8b29ITEkYbjHH4JtA2XigkxoiLWGLDwCLDc3l8F+PXFCEphS1KmiCxuoUr5MT0kSbKiKGU3PITk1O4omSyN8Vtb7qF+x54hNGoj0pSJDUGE1XueqFpLhn1bpzQSW7CiV6P73rdQa7au5XZzTN87eFHsN2CQMzJfoDSkpesZROpsq+n1oIfpRBJIY9vSbF5y2bW6yGvnDiZw+vFfWk4GDJc7wthm7F/puT+VGUpNvte9Owxb86DD6go0jWNoiyEoGucBJU1oaEOI1olno5Wk7PbGyHII9iqQmFtkfPDBZOMoSX6lqZusM5RFBWdqiOWa9rSrQqmJypmpnp0qgJXVFRTM5hOiXYWZSJ1f5EX7v8cD/zln7C2vsZNb7yF93/4H5F6M3hT0sQcERA9KTRUhaF0lqpwmJgwKZKGa9RHH+GhT/0mjz90iC1b5/ngr36cuZvfRCw6lM6iXKawaSHb9/bs410f+Sgf+x9/nbe8/XuYnRKd+SvHjvHi80cJrWfn5k3M9CpkBRE2KEFjp/3xwTd2c7p03ytS0vgmcubUIs8dOsKhp49SN4ljR46xurSIyfdo1amY2n2QotvjwqljrJ96FqNbUqhRKlA56DpDZR2FU5RlSacoUWicthTG0i27VLag0A6DorSSlBm1lDdlpNQFL5nfWhucs7jCYIyM52MpISCyY1diqw626oItJPc7Lwa1yJzwjReXLCXQhjFGulAl5jbGdghRAtqU65BMAdoStcsdn6burzJaPI6vxdO2NiUraJbqyKl+oq3XuGx+mtft28eeXTupqi4YkeOmsTGP0qgIKr+/wii1xOSIukPUHZT+exTL73D9OrLseRnBJH8n//7vAJvy7/8K8M/+377QWGJXlpKmp4JBJUevM4lKEmngMr6ijJYboduTohlEG520AqM3PvZBRgdRvxgZDZSm7HRIUXKEg4a5+U3s2LGDpMnbukQdI0k5tHK0PrF92w4uu2wX991/P0qkCWIWqzO/Ugu5dhwhEXLXNrb3GjU1w+GAr933KF3r+Pkfegu/929/lV/+hZ/EOhmJrMm2dF40syCUpKRMdl3y4oOZhHA/u2kz11x9gNOnlxgMhhQ2E4tVYjhchxCIrc8GyjIiy0JTunebrddQOa0xQRM80UeSTygM2ljGf9EY2W7GJEa6Rimapr5UdH3EAGVZipbXWZTULxRi3jEc9LO6Sg6xmMR8AxKdbsXU9BQ+CFwwu20fQTu8Epxa4alXFnnyq//W5cQ5AAAgAElEQVSVJ77xEBjFez/wQ9z+gX9I05mhiTCoWwI6y0IVJI8mYa1CpZbCRPANzeGnuP8PPsEjjz/Pjh3z/PSv/Arbb3wD0RTCu7UlnelZ9t323fzUr/0aP/6PPsq+y/egjGZ5dciLzx2m5yw3XnOA6dJRqoThkjsRio0OS+7vV308xieTgqQZrQ955cVjfO5Tn+HJh5/EqJLexKzAJSlhk0eHyMT8NjZt24vVmnPPP4qqV3AuURbi4+q0wmqFVQanDVYVaF1S2A7OljhbYpSjsCVGCa4+XjYJHCK8XG1MFmKYje93bKxirBYPSiU+lUUpDlymqMAV4EpwBdEYlHVZxRZJtPhQi9gCmRRtWeCKEucqjC2IWKIqUbpDUAVBi9eoR9GOBgwWT1AP+7TGMTIly3XgfH+d9UGfrXbATbu3cOCyy5icm8faEu26REqSFms5hZH4iBBFTKEtuuigVIUtJqEzhS6n4O+DWX5TUbsXuDd/fAR4w7f4nBHwgf+WrzvmYiWtycpAtLa0XsYhjSIm0TmPRg1GQ1EWhFjRX2sImRcHeWmRbcNiTiIEhXGFLGTQ1H5s92aZnJ6hdJYjx46QQqBpWhKacqIkRgUh8fqbb+aVVxY4efLEhqFwCDHbxMnNZrSiaSRnRaSNkTFjNFkDruRPP/fnfPHer3Lgisv5nje+nsNHT8n4qoX8rhFMx/uYT16Q5YBQMsb/lm9l3L7pdVdy6NkXGQ37THYcvm5lmWMEBySbFXgv+N2Y9C/WaUJy1nmhRCZXp6QkNkMrwSJ9yv6dJXNTs1w4f56kIrVviMnIQ5UUpEgIorSKdaRuGqqqICjBAb1vaNoRVisSBucKjCuIRlN1e0KrQaGNw5UVE5u2cuZlg8pF1aaIVoH+yhJ3/cXnOHjttezav4Mf/amfoCgcT3zxz/DnT+ER/DEYLcseJVCAUkITUija4Qj/zGN845O/Q/kT/5jrrj/AD/7iL/G5/wRnn/4G3a2becO7v4/vfee72LlrG8Zoah85tXCW8xcusnnTHDt3bKYsQKfAhtPAq2hAfIuRWyJBcuRzUJx+5RQP3fMVnnvsMS4uD7jixtuY2jOJsY6bvucd6DBi6f4v4GzB3PYDzM7Msbx0ltXTh6lUi1UJq0y2lpRxVWuxshNljZhY2BxJYrQheYmETkmhx4oarUhqfDBm/okZJ49HnHWylVZaUgmcjLUxJpRV4qqfnYHEoEnkn60XFZk8ghEfG4pyAm2dbNitKBFRGluUUqiMyaF+0kHq2DA8/wrD1TPUUeKUh03LyvoqlsDe+W3s372fXlVRVF1xGlMORSEbdW3FkFuJQAWtNyY5nU3E0QqV4YL/T0jp/39eIrRXrK/3xTrNWrB5hM0nYNuGfEOov+F2UjiL9y3dXpemaSQ1MWNXMQPoxslIWVhLaAONj2AMW7fu4LL9B3j0ka/LBpRE27R0JqZlhFCabrfH62++jnvu+ho6JUo0oY04U9D6KBohrYVgOx6/jbi2hODRKCYnpvjZX/pZ/uoLd/HUMy9wYWmZFw+9QH91GZUQ7E+Nc7NDLupC0vU+YLTDWNlcpyS63ImZWXbu2Mwf/99/JVZXKdL6lhC85DMjml6FApXHJ62o61o2/z4AYYP3Z4wR/DKBMl7+jpHTGGXQtqBuPY0P2cwjn9ZaC3MAZJsNWGNJ2c4tKSBn7wzX1xmtDyh7E+JP2npSCtSNx2hoR+v4NiAytQplSkjgfUOMCmcS1AOOPf8UD95zF9+//UP0Znv80E/+BNsPHOSZr92DOfEsw9UlUrMKPhJ8xn6VxhSiKY4h4mOk/8zj3P97v0PzgQ9zxU3X8MF/8k+568tf5Pprr+JNr7+RqU5FHSLLK31OnFigHtXs2LmNXVs3URhyy/i3JYrfLg9HLP+Ernb40HN88fOf5/ATT2Aaz459V7FtfguaxEsvPMuWbTu47ta38+ywpr+4wPz+ayg7Hc49/gBmeJHSyvLKZMOWlOR111pkhlZLlEeUN3QjN0frBEpwupihKPk9LhVFUpYTJiDkgDQhQIEQzqNvRAUVA84gU12GHBJkilkSzX6MGOdQxpGMISiDsYYYhJ6lC3FGV8oRlSZlCpyv11lbvUD//FmC9wxDZDga0tQ1m3ole+ZnmZ3fRjHRk0VPAKUrYpSDwpZOeL9aEifbZoR24CrhWMYUUc6ilEVjaGP9tzfRr7peE8UypSg+d4gjdtOIC3VROJpGohxMDiNzFmJoKAtH22qKsiIyZDga4bK7jtGCISag7FR5893Sr3NOTNFl87at3HbbbTx76GlOLZwRoNsJIVchtCUfAwcPXs7WzXM8+fhjpLbNZrd5y0f2Rwz5BkRMShPy78ckBPVNW7Zz3U3X8+ef/SKOxK4t8/zKx/87/s3/9hssLZyk8R6rFehE6ZzEzBpDIneuRhOCYIQRwVym5mYx1nLs+ILYhAHElGlPEaUTjW8FKM/6XYOiKMShOsaYjTmkgwSwtqBtazmMULIVVorCOVIM1L6lCV5c2L2iKGWjGqNof5USdyWhZkmKnzaiECJ6fDtiuL5G2euSgOFoSOEkV2fsMqOMoW48oxa6nS71ukAbvhHZJW1i0J7hy1/4HNe+/o0cvOEKJqdL3vrONzM5O8vxI7cS15ZpL64QV87h187i15dp1we09ZDoG6hbjDLUrefCC8/y9T//DN0tP8+ey7bykZ/8MB1j6VqoY+SV46dZWFxkz+5dbJ6bwVktmeqICOFvFMnxxxtP3DizW0bumBSD/ognH32Ue//0s5w58jKqrelMbWJu8zampmdYOnmCZ+67i5UrDrDr4I1M7T2ImtxCZ3YLq/01VhYOS043AmdoZDS2RSH8UmNyeJiMzSlGxKFQto3W6Q2MPaaEiqKzB4Vvh1TVhITpIRLj4IeZmoUYqGhNVAqXVTWGSPQ1JHH0twqUVjhjaJogs5LW+DbJM2nlGUenzMaQJVwgT01JTGK0TjTtkMVzZ2iHfUI9oB32cSqxeXaKrdMTzG2ax1RToErJ/UZnYw2htCWdC3ASdytTSca6NirHsghnOKQkYhJlefVw8M3Xa6JYCv1HTsGYFNYKhuJb0UVb26HX6TLq9/HNAO8DwRjKsiOtvi0EA/Ny8/osY5uYmMA5x7BuaX3C2JKyrNi/73LedOutPProozz7zLMkH3HGUhYFutIURYfoA8kk3nDLzbz00lHOnDtHM5L43RCSkLxVzgtS2WcyUy9A4ZsGVziUKZjftpkQFUtLyyjlueyKK+lMTQoHMo/rMUacM5lfKYbDYxMQ38opLZ2sIurAru3bGI1qFheXRD1jiw1jiqjEPUgpTe1bVNaop6zf1XlkGgeHjW+awWAgVleVI4WQbbGgDi2hiRRFReGccEoDpBDy9+0YZ9/IjSm8Vo2F2GaduWI0HLC2tko5NUVCU5QCdYRGHISiThsFs9OrqEtHIKCswpNNkNua0DacefEZHvjrL7Lz4D66EwVF13LLrdeAtpw52WNi834Jx/ItxMioHpJGNW3TJwzXaJZP0184wfpwwKa5aaYmC3wdoePwKtEmmWYa33LlgcvYPDeTD5yYC2Um7XJpyy1w5KvG7jxyKxStTyyeucC9d97JM3d9GX9uARvkHpmZnWfz9n1YLIvPPkB36WmG68c4N1pFb9rL3Nwc3YkeL339Xor+Is45WU3YAmsAbTGuEFw5U3YILYV1suQA0CpLe2VpmiIi80TMPJwS3QNxhM0R1DE2xBRlL2ClQIYUiW3cgE3aZigbcq0IocboHGeNxZlx8REVj1KFbM1jICqFtU7uZyNFsyViigpFoK7XOHn6GAvnTqNGfcrQsGWix+7tW5isuhTWoWxBwJKCwhSF8LITpKjQ1maoTZO8F55pUQhFbziS3YYViEgZS1IhoxDfvrd8bRRLYDjoU7hSaANGSMIhJLRxaCJtMyKEhpRCJlO3kuOhLV63kkusJFC9KEtcWZJCljzGhHUlMzMzvOm272bP3n187Z57efLJJ/D1SHJSAgyHA6Ymp7HW0CSYnJxk9+7d/PWXv0xTjzBWskVAKEgg7X7ITijiWpO15oXk9lgSO3buZWV1wHozIFGy/eBlHD21wOrqapaHyanvU4v3CWcLCU7KuFMIomHXxgo/TiuuveYAR46eYn2wLnZzQfiiIbsCoRRTE5OM2lq6yFrs3UzGMLUeb+ElojQpyXcucLKcUjLW+SSbXWctJMkrakdD6U6TYIG+DZRlSd22KCOdTj0SRVXdtMJ3BWLy1L6haVrKqkuKiqqqBNuNnta39MqKiapDr+qybjRVHpfKHFrXeBEw0PR58itf5Lu+9x1cd/1VNBHKjuP1b7iCOxcf5NjRw8xNbqNXFlRlF9eZkAWGs6QQGNV9Nvk+e/fOcuMNVzC5aZbzF1uWzvYxtGye6WJI7N29nYmqEnsxsjGvGv9vY5Pzt8ZuKZzC3Vxf9yycusDCKyc5+tUHCGcXsEqobNY65rbtYWJ2ExcXF7h4+gilNsR6yPrzj1LtXEdt38OJtSXWX3wI6z04NoxWjNFoU0hGjrLCnTQ2U+DkPmxCkPdFgwrZ9BmhLAm/UkMSiWFKAUeRPRlkCSgqmxqUZOeEEKTggiw8oycGiGHIsG7olBXaJoypiFiScmJWXQkei5MU1eSKXNQcEYOymhgb1oYXWTp7khPHXqIZDpl3BQe3zTI7VdGtOgJbJYWyDoPGB+EfpCgTocqjdwyCxStrsCSiH5F8iyaRWi8bcqOJoSbFButke//trtdIsVS4QuzIvG9JLWgrRqlJBaJvGI7Wc+iYPOAJoSKU3R4+RnpdRwgtVVVleaAhKqFATPQ6XHHV1dx++x2cOXuGT3/6Tzh7+jSp9ZnuIeTaFCP1qMEWXbSxHNh/GTMTk7zwzLPgA8mOddWKFEOWI45zj2XctNYSWhE2WWMJSdHpFWybqdh1+X6Wzi9z5cF9vPDUIUJo0LEVzEhnl6Mkqh9Swhjp2Kw1eUkhI5Cylv17d/HY44cIPuJSFJu05NEpZoqKZtCIdFMrgTSMVugkYWrWOZq2JRJpc9xtyIVbK7F2U3lx4KxjqjtN0zb4epg34NJDdXtdtBaifFQKHwMGwXtHdbMx4isEMxrVQ5qmBm2ZmuxQVSXNaCTuSjHQ6UZMIcYpEYVFiQQtJYy2TFT58NeW0cnDPPBf/4Ld+/cwNd1jOIw4Z3nL227m2f/wFIe+8kV2TE7RnZ6jN7UJW01iuz3KqR57Lt/L9dddx64d01TZ+GK93+fZZ17i4GV70HMTTFUOpxOSh5Q5purSPTvmUo7rZEpjvBJAE5rIuXMXOX3qPM0Qjjx/mJWls2KJZgxF1aXatIv5HZdT2ZKjx56jiDWUBh1AhREcf5b+mecAQxECtrTYooCc3x2DwBdjLfc46dMY8TuovRy0qY1EkyidTCCCM8fs2CT4tfBjFSl6CleJD0A+tMUwpkEnLR1sdgkib9atsQQtAo42RlQQmEJbQ3fLDoYNRN9Kt2cLTFHglRQ5a1wOIWxZvrDAyWMv0D9/ljLVHNwxx7aJDtMdB1GWvGiLJnfRyHbdmJKQkNHfJonmzfHHUgCjGEbrHPXsvdjD9QrU2ojk1/Ex8ZovlkqBtRVKa6wlP/hRjH9VpKlrUgx56yemB9Zkp2XA2hIVEoWtMriticYwqods2byJt739HezZt4+7772bx594gn5/LRsb5PyQHPgkFEa54VJS3PS617F4+jQr55cz5cZsdJbK5G170iKpaxqsLYSqgxjkNrQkkzh89BV2bp3hD37rX3F2aQVvO3zqP39SuH/BEyO4SriPcpILeVgr2cw7J7zSuq0pOl1m5+bYPDPFkVdOiFxTy6Z3vGjRVpOipqk91hmUEgnfmAdpchzF+IrCjBaZZhD8WPDRmHOdBQOTDCCLNYUoLwBjimyyIFJTMaIwebGAeBwiOnfftqIxV6BighhYWV1hMFhHxUSvI/eAioruxASdiWnqvCyRDkoyf0pjUYKWceqR+znx/Lu46qZrUSZx6vQa8/MT/NTPfIRPLp+m/8hXUQuaUPSoiwK77xqufPf3c9utVzE/Wwm8EeBMTsW84doD7Nk2R+mUrDTSWNcNlwAtleGSS380vhdTjhMeDRoOPfkiJ44t0pnYxER3inNnL2CVRRsrLkBugrndB5ie38L6YJXF44dxMZGUHPSVLdA5xM9oJRI9I4VBolPE8GXsrWmMiDK0lsMqKVG+WWPIjEcSisYHisKhgkdlYQIxCcfXi7kx0ZO8FeFCYWXzbQTmCjHinLx2CdDGSsFSHcZSyGgsLRoVAr3pWea37Obsc4fAGlJZEE0pWKrW+NQwGF5kaeEkF04eRvXPsbNj2L1lE7MTk/mg1FjXISpLxGBcKW2OkuINTnwukyxclckLLiKxrUn4bAQiOw9htDTU5xawVmOVF45ouvRcfPP1miiWmTqNLSpC26KtwnsJRFI5KCpFMfJV2WA0Ak1dg9I4W2CcpixysQqRyd4E7/v+93HD9dfz/Isv8rv/5Xc5f2FRXM1ji8mK1KgUXklUrXKFdLQhUZSO7du28vUHH8C3NT7IqeiDyNjGVmcgnMGNRUbuNkLGZbQ1PPz4E/ziv/gPvOmNN3H1vh3c+9VHefG5Q+jo8/ZQim3KD4qxUagOSvQnMUYBoZ1sKzfPb2JqssvJ06fxoSWoBN7TtOPANUcyggHFmAn02uB9zE7XUiyNtTmTKOc/Gy0JmUWRkw21dJlK0QTZhEcEawqhxVghJfsgBSVGMWx1RUVR1oyGA4kAMJZRaCQAKwUZAzWEKO7WqyurQoTP9nIgCqGimCDaQvCxHK6mjZVlQ459rc+d5Km77mTvwQNMzHYoXckzz57gmst38JMf/2U++a9HxBeeopqs2HHLrdzy7vdz4NqDFKWDlBjWnpMLiwTfcu2V+5jqleREcy6lK/5N1H/jl68qlGSiTQqKc6cXue9L9/LUY89w8OqbmJrexuz8LG9+13v465UF4tEncTi6s5vZtG03RdXj5OMPoocDUjKS9x5FVlhacfdR1lKMlzOI3Z2Ss1rUNFmMMZ7OjBGupEbjMpY+NowuXInJBydJ7kFjK5KPmCJrx7VMGqYoiYjfgNMyKWlricZi9DiUzIES/NEWncyv9Bvc4Ysnj7O+Vmd6oEUrC0bhyoL+aJ3V82e5cPoIg/NnmIgN27fMs3W2R6UVJuZijuScikWZkYiJZNG6yEJ3MZROUTH2sNZK4AVMzFxr6SatNqQQ0TFhQ/a6dQD2VW/u375eI8USGZtztxB9QmFzNweoJC9OkITEkKNny6LClR1AbxDNe50ub3jDG7n9jttZvrjMH/7Rn/DykZelkERxTyEGoor5piPTjBRNlJvJh8jmqWkK53ju+WdISagtKUZxR0kpFxPR02qlQRtSjugla1q1M+y//Ao+9su/wAvHFrj/4cf49B99lqVTp1BeumWJ6M1UH6OJAYwSizmdIx5CiBRlhXUFKMfURI/BcMSZM2dx1lA4TdN6fBtpm0AqpANzLhfDDVxUY6yjrZt8I12SsY1dv7tFQUji5mSswyeRnfkQ0dZRmJK1psW6CmssbeOlo0aWaiGIA3ZVdvF13pImoQU3zQjf1GIWGxXJK0aDmhQTrrD4Nqt8ilJMMIzBItt85UyGCLL5hEIemtZz9JH7OPrcW7nmlhuZnery3AtDHn3iRe5487V86Fc/zp2f+xwHrzzIW77nu5mdnCAqSeE8d36ZxaWLTM9Os3P3dgqjMtNVBAZ5fbPxGo2vv8mdzJ+TNKNhw+FDL3DPX93JS088zez8bqam57DGcfbMWTbt2MZtP/hjPPLHI/ziWaqd+5ncuoP1YZ/zx1+mdBqtuxgV0SahC0XK0kA0soxLamNBJ+YWSrpUZWjzaJ2UJhmwxmHEayrThcQMxdpCunUtB1nwMsGMyfwx+IzvCpwlbv8+j94u/2cJSaS8qKy00aIiQ1ts0ZGDtTREW9LUNW6yJx2hUdTBs97vc/zEYc4vvAKjJXZWBftm5pkqNU4nObS0sEEw4tgeke9ZGYuhICXhRiYUymi0EgzVYkixZSOywwjn1Ne1pEeO+dHGySQbVO4sX+NjeJbm0HrB5UyhN9IWldY0zVC6K59VOVYS4Mb40WhUMzk5wdveegfvfPs7OL+8wl9+4a94/OknRZvceBRKcLUAhS0ZjSLil6eJweNTzP2VmA7MzM5wceUiZ86exUe/IT1MeRQNAUhGxG0xEUMruco+kAjZDNWgraJrNR9+/x389AffwQtHFvilj/1zzp5a3cgpafPpBmBdmU2NIyl60VpHLYTzkIjKs33bFs5fWBaHn7ZB2Qrf5qC37E3ZhJbUhqyxVVmJITiWuMMIRutjwBVOKE9J59ElUZUVPnjp5KxszrXKFnRZhaOz7ji0XojWSRZcMctSbd6+iit53LDaqtsRyTTSDSgD2tJGUVQpJ0qu7Vu3MTg6zUVnUandMJ0VHqAcjrYU9kB78RxP3nMnu6+4gpn5Sa65Yi9f/OI9HJqd4MqDe/iRn/sZJktNz1nalOj3B5xeOItSiv17dzLRrbAqZVed3E1+iyIJlwrlpWdKEyOsrPR57MGH+MZnPsuFk8fpuB479+yjNzVDM+jz6AP3cOCG65nfuZ/L3/Q2Dh96ivnLrmFicoqXDz1GGq5hAKctVgkVzeQEQ6tUlqiKA5U2smxTxuCMQEMSjWw35KltkA6ezHtMUcjoSpv8/otKK2bqkPcBpx3aOgJDdGE3kgViTBhdoK3GlT20dXkpI7G6UqwQipGzaC2cSmVLsAUKeY+DtuAsTT3k/NI5zp45xmjxZbakPjs2zzE9MUOlDJaANRabvRLEiUuwV3Q25EiJEGXJaouKGBQ6aXLeMynJHkLpLPYIiWScQAlRRnJ5DcbxMyNMUfBqKtg3X6+JYpmAJiIbxxQplGwsITIctiidKKsSSiFm13VNEyLWWbbMzvGed7+FN3/3bdSN5w/+8I849PQhmlFNSJHWN6CgCYFIwjlHbAPGFIQoJhFRI9zElAjBUxQlExMdjhw9TNM0gkm2dR4/s3Ihn/DBSxfgnMa3gTA+sYmk0PLy88/xsV/7n9myex+33HITP/fjP8iWzXMsnTwKiNZbI52cqJCCKG6wYCxtI9EaElgWSFozOztFf7BOXUvet/etjP8KrNNonSiUuqQsyu5NIcncpq2wBlIQD05tNMOYkzBFQC86d+MyhgpVtyK0gXo0lLEQKMuKetRgjHDZQvDiiI3gllrLQx2S8FvH/p5164l6hEeLZBQpQkkhZsrWgjJMb91Ff3oLae20uNvkjlK6SxEtJCIkz5knHuTwY7dy3R23MzvV40233sDKxQFnz62we88c0SgujlrOLZxj2B+wc/tmNs9NS4ehJOJhnNU9LpDf0vhifMOOu8lRy0svvshDd97J6ccfo72wRKEU3ake8zv2UJYVR59/DP/yQxxdfoW1m2/H2Q7V7DZ6E9MM64aLR1/EJVFebaQhKigKLdnuLuctjRNOE+KdGjzWyTiaEkRadFRYJ1zXEHKUgy3k4NYqj+xjnwEv+D6gncBZKUYJpkviGE+uP6YwaFcIH0BrsE6KtivJKIzk0OVRWRcVUZVEUxBzhk8TIyvnzrJ8YZHVc0eZGi2xswtTE/NM93pYo4k+5KI1vi9kSiMmYtDyvmcJrjbieRB9jVJFzrwST8oUo4QMEghJWCDRB4mvUYYYZImajPjE6qLcgNW+3fWaKJYAiogV9JXYBupRLUadeewaDkcbhUgbw+TsLO/6B+/m3f/ge1m+cIHPf+4veOKZp1nrrwimGYPQjozgZA5xYU951NbGYlMkRi8PuVES4N4M8dZQlZZXXjkmyKYPIqELQleKQYDtXJ9oW9kSWiMphxon45JCXMaXzrK8ssapV05zx1tvR8dsqBCChDIBIFhiyqoQaww65JzxGEla+HDaFszPzXLh4hqhaSicpOeNCITU0oaWQss2VHwag4RMGZc7ViRrxOpMNI7EmMSvEkVhS3wSiWXdepTOHaEGpWKGM+T3mraRwqYtKkoSpcmeiTElrCskAXKMHYm0QzCiMf1K5w26VTQx0PhACInBcMhlN93CVTdcxt3//l+i26HAFi7jiVZWFtrkYr96kafvvpMtV17Hrj1buWz/HkLwDAYNi0trbN48zcragBACVx3cS7d0aJUdgkivgqr+5rit+ObOMqtZgmL1wirfeOA+XvjCZ1k7fhQVZKFVOM38nsuZmttE21/lwlMP4Jo11Nl16vv7NFe+kdm57RRVl6XnH6a6cApjwRpJbTRKbM1sxmu1EimpK0WYoYigswwxwxGS5W2lYCShnMX8rOixubMTKzZhE2T3qkzFS0jCqVIKZ0vAY63F5CC3V83EKOWwZSULIeWkQ8uUNqNlPFfRYAon1BwSq2urnFlcYmVtGRPW2FMvMTtT0XGasirpuA7JaKKBpEyGB4TDHDI0ZhByvB+14HICpNUb/NbkPSE3CTKWS+SIdaVg7zoSVcQ3Qwnr06JqCm0rCx+jvlNj+doolpJPLSmOZL5kp6pIUYk+PClaH6i6JZcfOMDbv/cOXv+mN3Dq2Cl+8zc/wZEjxxg2NUkl6qbB5e6mbevsh5mEf6hkZBInbQBDaEXlYhQkY4QI72t8PWRl+TwxeBlDoxdctKllQ20dIba5E0sZQJeNvZgZK4JPsGG4GpiYLLEGLq4ty8+pQwbd8wYzjqMoIm1by6YzG3LoJBb92hnmN83y1HMvkpSkX0bYsOVXIdNXYiRkgw9j3QadxRrR3fumFmIuQi4nGdmValnSWCMWadYVGxZtTdvQ+paJ7gQhBNrW0+t1GNWNcAY1qBikg1Xg8wJNWw1ecDVQ0s3EiCv+n/bePNjSs77v/Pye5X3PuUv37V1bS2oJ0UICGYFAQgJDwMhYGK1e2WMAACAASURBVLOEVJFl4ppJKjPOpMZTmaXMeGYqqUyqMi5m4niScuyYJCa2YxOCHZsAMcZYthlZmE3QQktLLbXUrd779l3O8r7PNn/8nnPVCKFSMo76dtV9qNY9972He59zzvM+z2/5Lqq+Tf27MSVW19dozq5wfjxh15U7ed+H7mMyWuGBj38MM50wa7qo1JgFsdVG2XDq9CkOPfR19l39btrGMPSeuVY4fvw858+qGMuB/Vex0BqMKKphRqH9fmMGMi/1ABEM00ng5IkLPPnIER767d+B556sGEzBFbAL+9h53WsYtA1HDz3E9LknsURcMfTLzzF89AHsFa/i1IlHGT17GFt6GrQJ46zMzgFKjIhjo3tuRGh8Q66ZgvUeKeoikMVU6bWBZiqiqkliLTgh5ETseoxo6o5krdGR6u824K2y0Vytw6MAc4xR54LGYtsBKQszRGLKGbEefKNlNNfStC0pZ2IJdONVzi8vc+rMGdbOnWHvPFw/KMwtWubn5pQTboSMAxy2baCodpNthdx1elAbNRMLWSFtJfUQVd9By0wZ12jEmIpmkIUZMkM/R2U3OfBzFJSNV/pe9TxLVpeGzV6zLCWrOowx9DGqAlAqNYITBsMhr7/5Nt7//vs4ePBVfP0b3+If/sOf46knniKETgv2pVT2SaOwo+o7TtETVKFHllJSZc2gJ4vTrl5OEG0ixZ7JaMzK8nm6yYjYd5hZiG9VsVl9vbXg7UUL4TElBdRDVcnxDBcWefM99zAOU44cO86+K69hvYucPXtWT/FqyavdaRX3TTkop7sqsBsRraOliPEN1ll27djOcyfPVKM06HMkJE3FvdeFnorqMmLUJ6hkaH1DysqSaZoBgjZ+Qgi1kw9gSOhGbt2Qwdyi/o7qY26s2lqkCu2SaoTVp4RrvN4wRpRhEUUZJElqU05B/SJCOxhQUOsKU7nKtpY1xILEzGg9EaJw30c+wtryMk/8m49DmVYREK0LhxBYuHI/N7/n/bz2zrs5eWHEqVMX2Ld3B+N+jWv2LXLDdVcTQmShbWgq5Oni5tbFXy82DNMfgAqFWHISls+t8fhjRxmPEl1viOM1DAlvk0ZyBeaueTXbdl5J7Kece+JPaWzCpYCRhnYwj/QT+qMPUYoeiOIbMqk6Fmr3Wh2Fqi967fybimqgiuSKMdXDHbxXda6ci5rvhYgbOoxzRAHnDCkUzEyOTwoYpfxZ21DQznsymuZLrYlmSs003EYN0oqr/t5qVeH8APFqMZ1LpkuF5eXzLJ87TglTVpbP4/p19vvE1Y1ncX4bbTOP9XNYI8RSMKah4IC2yqQpt0gGAw0WTKLEiG20fFRqTb/EhHF6aKasyFzrfZWCEzBJ2UNugFSmGblFQiGHDoNFUOPBkjpgs0OHSqGkyKSLWCzD4RwZYWFxO+/4wbfxQ+/6QeYXhvz+l+7nl/7lL3NhZYUQsoo1bIgZKCA5xFAFcg055IoRpMIZFFqhIIRC10VdZFnoawopjaaOR585yuLiAuSeOFVmSo5S63qKjaQYnHHEqEyBVBVycsp437Bt+xL/43/317nhun2sjCeEkPnjr36H9ZV1rBX1KTbaVDHiMMaRSyLFgG8akKQ6l0WBwg6VSZufG5BCrzeQsxtulTEmdbPM2ggTq4oyk4lS2ChKT5zJUGm6oiduWxeYGEPI+nddrQ82TUsmMx6t03jPtJtW8L+mdF0f8K2KH8fY6SHiPd10qlCrUjO4yjgRo1jDGCvDipk/EoSuq/x6w9NPHOb+P9zOO97xRj7w1/5Lfn35JCf/4HNIClVX0XPF7Xfwtr/4l7j9TXcyPz/k/HjKV772JK23xH6FK3bNMfCWBeex2iq4qNP9PQtx45HMoCpFH0+ngSOPH+XQQ4+TS8OePdfyqoM3Mf3QT3Dk0x9D1s7SFosMdrB0xY3s2L6dc6ePEc6fxJasDQvnaNsWjNbkQz8FFSejGI8Ti3VOYY41Ojfo4af8bKkQr9qgi1lrcaWQohr4WbQpg9UDTNEb+tJMFaGZ+bxr1BWR2vALs857KeSaxoqo2K/4lljAFqUWIiqp7NuWYj3FGKzxhDDl1JnjnHn2KKvrp9nWevbIiN0LiR1LSwzmFlUz1bhqGlZ557ZBXaI8Bat1cakpuWSszwpqzxnrHdYWcolqjJcL1qugi7Far7QilJg3IGZFNCCSImp5Ig5SB1V3wdj8Urq/wCbZLDVtBGNaFhYXuPHGA7zt7ru568438tyJU3zqU5/moW8/xLnl84g1DNqBgk/RekipNL6SC96oEIUINK1i0Sb9uGo2FsilFoKhaTRC9K4lmh7j/EaEcfrUSUi7MSVtbIzWKoatFVWxyUDfd3pi5VI7laILmMKp86v8T3/vH3Pzbbfw6uv3c/W+HXzq059VjGNlGKhKklK0SgHfKI87Z1EtSKOiyGWGe3OOpvV0Xa3pGkPuo/JwnSeGRC5BYTXFYIvBO4d3fgM53TYDxpOpNlOqbmHMWo5orGXgG5LYilLQiKab9qQEw9YxmXQ03jOJUyaTMYNhTbuiqqs731SrgXUKWoOz1qEEggoxmUUOxkDULrApeuhZA1YKF549wh998jGWFlruuOs2/sLf+tt8ajTm+Ne/TLtzF69/3wd5633v48A1V6v1bilMRhPG4zWGreWqa/Yz5zyOhIhKpLxQwHymEPR8E6fUuiR6kxXD6uo633jgT/n2732JZm4f177uTsBydnWNG1/3Rsrkv+HoZ3+RPLlAs/tKtu27CjCcPfwdBrnHO491BudbfFulwwTEJLyr3X1k43/eaxnFiKiiFBFTmWbONBhxpBwxGbwVcB5shdmVUlNoEKdCJgUlBJiKYBDraySWEFE+tdb540ZgUYqQswFn8e1AAfHGYVxLxqm0oHNY12rjpwjj8SrL505y/PgRpmsXaE1ml+m5fvcOhk59rowF27QY44kzSbhZjVEc4hp9bAw5R7JEGt8qU6n1WCD13UYn3IiQQoKsTVspQg6Z5ASKbKBSKFprVaUtoNcGEFSb7DRVn+yXGJtiswTYs2sPd7zpDj74Y+9lcWGehx46xMc+9o84/OQRUknkCj0BUesD8QqHMRZrnm/Hdb0ugJILMavTtrNN5Vfrm0ttqihhRyMcC/i2oe81lM8xcOLkc+oz7x05K1whI0TU9D1lsDitPyIbkWDKBkxkYTDkPT/0TvLA8/FP/hbnjx/HTMfYop7ISmV0NeoVBdSqQTjqa603cci9phbAoG3x3rF8YYWcekpw2hXOokpJKeKth6SiGpK1Sy1VNMM5jV6NVe+jlCtjqkp99SlUkQZPU2umzjt8amhbvyH4katuZoxRo6SqYNRYRwmJGCKx1xu6lKR10UoJzaijYi5UebHaia5g/+GwJXQ9ZbzC5OwRHvjXH8e3f4PXv+FWPvy//l3u/8KXuP7Atdz55tvYNhwAhWkfOX76HMvL67zlTa9l364FGgOuBI0RCzPc+PP4yReElxpV1RZwEWLInDxxkq988fMcvf9+TBIWfuAgjWs59fTjrB8O3PADb2T/a++mnwae++PfYnD161hY2k0YrdAfexSX1d5BdZZ1I3ONB4R5t10xjaK8ZlNtHpwCI7X2bsEOWvpuSskaBTpjcd5W6qHqNcaiEYKWRRxqbWs22Fu5BL1/bIMRTxGHF9QVk4ikXqsNUggl0foBxg/oc8ZadXD0gyHYFownhEiOCscjTxmNVjhz6iTLy6eZjNbZtbTITVfsYXt3kkU/UEig9cQshGnEOcF4jSIlC65tKOIoRlk5RaqnOdqkzDnqpu48SUNOjBFSRnnvvoVq6mGdBSsUawFVe3Li1TivKGtJsqbnJResU71LqdTc7zc2xWZ51VVX8nP/6Gc4+uwpfvXXfpOHHvom4/EaTeM2TjxjLSFGfNuoKC9SC7NJ9fWKCjaUopFnN+0rfLNUd0VT9Sz72nVMpKTdYWOUlWCkPB/doffNdDLGxEQ7HFadSE17DQUyatRVVAvSmkqZRO/D/TfcwJvecQ8+R/ooPPP4Yc4de4o/+cMvYaQozapRFSPBEkrCOasycLloV10Us1iSzsuK+tJ0015vNKvCHUaEyVQZCqaAt5Zi9Ctd0dTEao0PClJZHa4Cj733dF1g0A7pswL2da06UkRZIIjSOr0iC2LSxTUrpPehxzZKv4uhJ0UFBZMTmQRFZe+m3YS5KiqLZJxR7KxzDmsMvvWcXz5P7sY0KXD6ke9w/298km17f5Lrrt3FBz7yfnIwtAPVpzx7YYVjz51hbm7ILa++nmGj3tKWGW4SZu1uqTzF5x0VK9ylfo4FZfuN1sc8cug7fP0LX2T8yFfIfWBw7R0s7NyLJbL26IOU88c5vX6MePu9bNt3HWdvvZfF3btpfcPZh/+Isnpa92fzPOh+Oh1jMjTtgLYZYG2lKlIjIGMgRbJUwoIpihJxmrpLUk3TQTvE4EgpE3OpyjnaTHMDfV9TDHWTSTStQ0RIJdC2A/qQcNbra06ayupG2yrP27bYwQIeixsMwboaXTZgG5pGcbWraxe4sHKOM6ePMx2tMpwfcsXeJfbvu4rdjaOVgDOK6VXpQmXbpCIYo2uLApINYqGPPdY1WGOrOlKgn6xrbTNqCOyahpIqXNIKNK5igBVHqp+rRfxAyw3Wa7OsQAlRN0UPUgxGmmrRq4y1PzOl9P9cYzQa8dGf/jucO7eiReoYNapCo5JcEjlmBYbn5zcnCqSgtqt9ztqtdLbiCtXgK6VuI90LlZmQklpvitWoLgXt5pYyM3lXyTLjnHb/+qCp52Cgnbe6sJRPazRKzCjgt9aXUsnMzS3w8BNneOqxx7nnvnu4+x1v4v/53/5+jSQAUf52LgbnK/+6pJoG6XvTNG3loBdMUdqnEfVYaZzHoKD6WRSqJk8REYXDbKTaIjRtw6SbUjJ0MVCw1WFPanquKk7eQCoQUiFMJ/qeRAX2iwixigA37QBxKv6RcsS6Wh+2Hmtd1SPtyCVufJYpJ1JW0V/vWwX3qy9HFT/WBkQ3nbI6nbKAxZjCwrZFJBcmvTAYCn1InFkNLJ86Tex7rr3mCpYWF2itFme0O/3dTZzZuFhGTS8UCkbX0TRw4thJvvXlB3jugT9i/dwJJCXED9ix/ybmF5YYnT1NOHOENoyIh/+Ec4Od5Pk9OONY3LbE+uo5lp96GAiIaImEHGmagWpBWoczbqMu6rzXDUPUa8naBrJSP23JxMkUY9WqQ1WtlN5orSUDDs2WmsFAfXQEimjXOOW+6pkK4gyhj0inuMSSC03jiBIRN9A17FpsMyAaT28b3GCe6NtKITTk2oDqQmR1ZZljx55ivHaGlCbs3TZk797d7Np1BQuDIVw4xcBXzcrKvjGmkCuIPWelr8acKUUPPlM53VBpxEXrjtY1FLIamGVl+JUqmG1Nq3KC9ZOnfvLWatPL1HJEiBERFQ0x3wWjcpBc3Sc3OSh9ZXWVE6dOUBLqVZyV/J9SJhErvqzKn82sJ0RvUD9wNb1Rrw0yKgeVKlzI2cq4iXS9GoflvsfZpJjBukGmKiNmpCHGHpwn9QqQzqmQY6Kf9rjGI1a7zSVljFGT+pwTIWSagXKljYWmETKB6XTCgSuG/OavfIavffUrZCLWZP2gKlhYYSNK91QguH5oXa/URONUzCBG7Vo3jSHlnlRsBdeXGoXr4irGqXhGyRsGazGpkHLTtirMERPWoPUsozapIehrB8PCwiJ9CJpqR6VkNk1DCKpbmatdb4wRXxECMQTVQzRFMwIpteSQFI8pqLyec1ricMry0Q1N67MxJkbdBOeGbDtwI3e/993c/ufezY59O1heDYySYa71rF44z6CxXHfgeobeMXNx1Ibfd2Mkv7c2OWuI6w0WizBZ73j80KN87Xe/QDr8EKkb01CIxjK3dAXt4hLGWU4ffRwbOoREmK7Cd75Ad/VdDHddgTXCylMPY9fO0ji1A/HWVHHegf6zQxXHsIYssR6yagUrWbnL1qmgcy6xkooSluoakAMpFZLJ2MZXJ1NIJRB7ha+5mpU5Y/S9r++BisckhLgh5aa4Rk/fJ7wbYpt5xLZIOwftgGy9RmdZ4eBra8ucPvUcF86eZDpaY2db2LNtnv27ttPOORqbMN0FUp4SRZtEiK/NGtEyUW0IxZQZtO1G47SErIyyCiQXrRdpx9w5FWgxCs43bgApaBe9SAXXO90rTLXWdV6lBK3BNk7FWFKoUMBAXXbaLL4cNksBYpyqiADKONDaX8R4ZbFIzpW4D41YYuwxVgixq5iygYb4RgHpsSSFqUTlQOeki2gyGdXicd6oFcZ+ihVDCJUeJpYuhGpxYXHe6amUC/10gmsa+lxwonYSOdaCmLN0XYd1vqqLC302FOv43c/+CZ/4hV8gdyMttGNr40gZMrPCuqCCwiUb2oG6TlIMfcyITXQhsD6aEvpe4UeDFlMKpjSkvF5pcaliKSu1kUKqja1iDJOo7JwGS9u6uokaStbNNgXt6k8nU+bmF1hfXWWuVT+dXPVBBbUr1lKG2uCmULvtaElgPFnHuwIlb+A3RWZF+UBEGz4KG9JGQ9MMiUEPjNvuuYu/8MEf5pbX3MBw4FmPmeWz5zl/4Tw333g9V+/ZzrZ2p3bta8toJmTMC6LH790k9b1HDH2fOXN+ndW1wKH776d85//FxkQWQ0691vmWrmZ+aUlhJicexkuPIUIIxJXjDCefoz2xje7IEmU0whjVJZVsNqJt8UohNNbijMc5TxfGG7VKMYUcIlhtumk93iFRiGmClELfddq9xlQY3Ow1ZXJU6I5vPCkEcshYqRtpVAsRJ045/UGhYMUYkvHkJOBbommxbkjxc2TrSabRMo3TOmuOPStry0zXz7FtCDvaRa5bsFwx8DStJU5H2Kj0YbVn8pCVNYYYjGlwzYAuqhALM4aN0a1IRAVurJnpUtbNyyjKJOfKkrMWEQfiNEIFZv/RAzkjJmm6byF1HVJ6Mlp2oqpeQSH2U4W5Nc1LwSw3x2ZJKZXjqt41sSQQs8GqsEYhOtZYra04S2s9036MZiAGcoBsqzCp0DhDyLFGqFoz09RdWSimagEqEFOtZTOldgipp3OjzoV2FtlF1bWMqtSCAUmGWDRSCqF2pY2QQkcMI26/eQ95tMwXP/sFwmRESXHDQMtU3JfCPS2h7xRjaCq+LWmNVKzgi5o75RwVEuJ9FUFNNcrLWuyOmdZ6KFk9w9GF1U07GucJRV0iy8z2F8OgpndN41lbG9EMW3KCkiPTyRpKwdTiUgFlNHlPCn1t5PSYma+PVAGO0NePVqNGKaJFppxwIsRuiq9Wq6Voc2duMMRax9p4nXYwz1/5Lz7Mza+6Gi8QSuH82QvEySo3XbOXK5da5p3doCoKs7LkRuvuhYsMmDGktEGQkjAedTxz7CwrFzr2XnMVr3r7j/LYM4dJJ5/Blo5SCm0zx9ze61lcWGLtzAkm4xVaFJaj+iEFkwN5fVWVsIow9E4l06Juem4wBONJSQl7WvlIlS9fFYCydn6tKIJgtlkY53DSEJNaLYs87yaQYgGj7B9rMjZnSlSWlansG+VVW2qPHMlRqYVZVcJ9ozXJSYhAwzgUfOsrpXGGXlCITx86hg4Wdyywc2GOOW/w41WaHHEZrFN3z8Z7xREbC3hKqdA4DCEmFcAxVdUqqx1GyZmctOwmbVXGEq8NK4M2hbI2Dq0zFKONTUEjytB1Gjg4pxFmzhjRAy3FiZImrAL4DaUqYFWPIW9rzXOT1yylQnGSnRmrA0WwxisxFQWoz83NI30kZAWg51w2JMacMRoRpag1oJRprKGf9upTLI1ywp3grale4qoGnbNKollXBTxyUq8SFO/mEKT1xKRv8vxQVXFy1EaMauOljQ1UN7kpRx47xO997gu8/S13svfPv5u/95XfY4zKjZW6v4s1eGu1GXKRj0/jGq03impjeuvUaCtMGY9G7N2zS280q9GezJwmBVLs1dvbO9UMLBnXKPXTo66ZFG1yddOEioxMtUnlvBb+ZzjVguLVpGBdQ9+P9OAg03Wqnt2nSIwaVc4NW+Ud56wHTfVvSSnRto2+V1kxscYIKfZaC/WOSTdBpCMbh28b2kHDmbPnMcZw9Phx5gbzvPbgAZaGDovCiyoQ8kWTp+/idAvIbKPEMJ1Gzp5e5/jRk6ysjFi+sEpMnl37r+XAh/5rHv/Vn4GVM9rJ3nsT23fvx+TM8tMPM6RT+UCiCpcYUEUeZb3YmVCFE4bDBT34vSrxpCgYM4CiNfe5wYCcsnowOUfjqhnYjExBoYjR/29Q4QuMkjVU/7RurOSN9Ueuv09mhxtQEqSCa9jACTfDRaJAwWLdQPGObgDOU5zDeLX16CZjbEoQIy2JK33Giac1GZsC3kJOmb7Xe8B6LYk531b+f0POVZzYuCrEUXn+VoUxcs5Y45GsECliqbbJM9CU3mPeOm1W1Y/VemXtlJzwzpD6ntxNFdLklHZMDricyWGqvQrjK7NOS1QFJaoY37Lp9SxLEUq2xJLJQVNEZ6zmS0n54F0MrK+NaydTSBQVIKXgjZCyRlCxMnRmzBhjZGY6qB3iHLSOI0ll34xsNEVSibrZqCpBjTxr4d0oVCFWP5mFhXnWR2NUN7VU0V9VITfGIClz5sQzfOJjP8Ond+xBjGN99UJdxDov51pSlfMX0a7KzB2v73ucazUCLGgKLRD6jvF4yq6dO0kx0yXFJapP9kzNW8HXMUXE6MZmja2gY+3kWyeQ0bpVKfQx0fV99TEpzM8N6LsAwNxwSEoKwTI24IzSSsUqD1fxgJam0XpvyU7TYqlWG0YUjlVUMESq1WmiMDc/T9dNiTHW98GDjbjG8K9+/TMsDg3vufcdDAcNNx24irm2weaCRT3ZzUtQFfWzq8rlRTVTUzGsn1vl8CNHOPLkCeaaIZLhyW8d4sSx5zh419u4Zv+NjH7kv+Lk7/w8DqHZcw3z23bSrS2TThymkULjPDGhqZwYNoQCyDjrcc1Q622myvcZIYSsvGrvMab5rs9rRgWNSa2HS1HdUJECwdb158k50ceuNjD0wDAlk/sejMO6pnKdbWVwaWaWYwCX6aed3h+2IaVAaebI1uKbIQPjiaK6sqaxjEZjxtNVcr/OIHfsLR1LztUAo8NlQ2MNIQdKUh8l6zwY7UBnrCJXjKcYzbhERFErwGBuqMpWtXxCVS0qVazGFG2EFgqNbzGiSkpGDKbMIkOFPVGyNoZjgiqEnaMKshTJEDpVe88JQ9Ksk6LwoVLvdRN4qTx8U2yWoB7BqSqM5JIIMdM4q7UWp7WeuOGzo5FjrilIopowidYRnbXs2L6dyWTCFI16YkrEop1bA8p/dZ75xSVijKwsn0GygZRxogvNe/XCCUm7ct47zKClD+qrPT8/ZDqZIrl26ilkcQoyFpAU6PKI7tRYm1emkLKKFIsI7bCh6xXITUm01tPHgDgtQZTcY21LjImQknqlx8iZM+dYXFycWR4joh451hhiCuQc8LWxNUvp+xC14SAWMUkdHLNUJXVLzB3GWFXaprA2GtO4RhegU7hGyAk/GNBPx8QYaSvMxDuNAEzFvzmrtEXnPKnCdFJK2OwR0WYGYuj6wGDQKgCaomWQ1FFCYd++Hdx6y43cdcet7FnaxsAbWmuxJSLVVfGFG+XFFrQXYcyZ2YzFCCdPr/DNP/wyhx74Gruvuo7t117HuXNnOf/Et1mOU2I3Jt79dnZf/2omd32A1ce+itu1n0Kge+LrzHVnMd4BBSMFSTPFKN0IvG+02VAyrR+qfBh6w6ZU8G6gRl1ZlKuMqR1fpeNqky2q100BdR1tVXTFK/972KgLJwRUL7Rs6DimXtlPOanBWEh9FdKw9P20MtgUbRFTwTqPbYcU58E1+LYlYllZPcfo7GnoznPl0LI0UKM6a8CGHlfFaeI0kONU+wliyMSNhqTCg1TrUoxytZ01FHoljhTFKXfTjnbYEGOuosQe36gQrx6JGrlKrbXkVCqlWH3Fc5hqoyenulFbrC9k6ntTqhmeVPZYUR2KIrWWjoLXyZnvUZi6aGyKzVLXs8WjUY4UBdbGoJ3CmRqKCnbaym4wldZkySmCRYG53hJLoUuRaBRrGHKEKsrbtHNcff213Pm2t3Hbbbdw3bX7WT17ip/+6b/Pc8eeoaSJNhzEEJNiGVXcQgVjQ9HTaDSesGPbIs46RqNVmHXWQKOYkBFJFeep0ZoxepNNplO1v8ipCkko3TFGjWxthQ6lrMDyYgTvW/oYaT088+xxrrvuWoatJ/dT9Q4x6qMeY6n6hlpztHZ2elYWh3MqKCxB7SpSVMdG39C2DX1M9CmyML9ACklTTFPouilYW+dU8K0KyGpzSO0/rGvAGG2I9VrvU+WlytWoWYGaUzmGTUsfouJaQ2I6HoEIRhK33nyAd731jezaPo8l49Etr6Bd/w1g+UYn/QVpd61b5uKIGabjwImTqzx95DjHHnuCeP40CzfcSusaxmdPYM4/Q0mJ577yRSBy3WtuQxavor/2LZpK94G1U0/TpJ5MUVuGGexEarNACiEErGvxziOmReyAWgOgmEwytm4SsrGpmg3Pbd14DRqpa//h+XTa1qxDMAyGC5QcSf2E1E8RKTS+qX/fYr02K1REX026nPUIjsH8kL4YZH4nzG0nN3PQDHGDAakkJpN11taW8ZNl9pQpO9sdDFujDbzpSDf3HAmppv1lqpufdeQUaunAEVBFqBQ7fKveTjlUsZmsaT0l0zigkiFKTBVSlTVVzqVaPSu901hlyWWV2if1HSX1SNKMcQNXOyuxpUDuI2IrHs6YjU28mEwJSjlOISoR/yXGptgsZ/hgV6Er2gyQWiCvwhWhxzkDVnUjS9GNM0Xl0IYUKUbB6jElltcmKslmDXhHYzx3v/0efvgD7yW3DY8ceoRf/uRnufngjfydn/hL3HjTTTx7/JhCVmDiiQAAEF9JREFUJEpWC1bjFMAeY3VFjJou1/Z1SoXWOgbbtjMarzEJqn6udK0GCsQwVdFRROX+nRrJhxy5sHqBtmmVMdMY+qTWErGf4RL1Xowq2ag3Q99z5Kmj3PWWN2lXmVkqpzhKVStSnrfZgF9RDyBN45Q7b8kxVfHinigGYtTUL/YMfMO0hIqIM4hkvFE3vBQV2mQq8qBCTrVxZhwp5g2Pn1KjebGmGrBZmnbIdNptaHWGXo2yJpMxr3nNTXzwAz/MW978A+zaPo+TmbN03qhNyoyKM1s+5YUbptRusfKDT506z+HHnyVNEmGayH1msLCDublFwLB+4jDz8QKdONL6GZa/8WVaUzALexm4VhtfZ45j1s8qHAqIvaoBed/o2qtK4WIawJLE6jVMLT1oCShnVfQmP2+lhaiBnIhsMKFyzpVMZEkp4o0GC8XogZVrGcrZhl4sKWgpw1UssmYmmZyUwohRJSk/nMcM5xU9MlyCwTbEtfjhPCH1xNiRU+TKNrNzG9jSMiBg+kwJHQRVv9c6u5qZldQpPKkYEK84SrEUaQj1QOmnibnBnBJJjKnEEAXNQ6VYZtWwzUUQPCXVtZ0sJVUas9c6v1AUMmeKiuTMWHwp1s9eueNSD9TSR7JoHViyegSpOLdu3M5Vf62X2C83x2ZJoZSo7ojWVAtbPaELs+ZAWwvTodbkaj2y1I3SWkzVrIxiGcxv51X793PTjddx+vx5Dj/xJO/80XchC4v80s/+Iq8+cA0//pffz7UHrudTX3yAQ4ef5uZbXsfrD97I5z73eVYvnFE5e2ptI6bqtZ3xTVslyjILwwVKnLBzaTur66uMxlM93WQmO0YF09a0vjZ3TJXrL0lTgdipSHGayWKhdcicVSDYWU/uA943HD92grm5OeYGQ86N1jVlKblGIwWM4soy5Xk1JmvrotKU2olGLKnWFFVguqoAWUNIvS6gUBsHRYUfxOrzclW+KVR6Xaw1yOGA0fpY0+paPNeSnkYWTTvEiGUymTI/N68wpJxZmJ/nne+8mw/+2L1cf80evBW8lAouz7Nl8j0A840VtBFV6kaZsYy6nicePsy3/uB+nj3yLLffcy+uacluwMLVNzC/bRvnz5wknzhMa8CKRkvj1bM8+9UH2X/721i45gA5THBP/TGuP6sHuXOEXHBtq6yPuhbxmu7n6l0kopGRMTOpsKJcf2cwRTn9KeUK94p4P9MmKIgF7xrVWjWqGG6KVNqgUS9vo3RfPzePDZYcxkrpEyEnrTcr9RG8b7B+SHYtNAvkZh4zt0Tx6oq4PlojhSmlX2Hv5AQLeRUjQBZyv46pCAZTCs6JimobMKaWf+JMqR/IE1KAbBJJglpAOE/qQayKcGDBG9WCLSUTYqjQsqIlt06vk7OKurhW4VdiCX1Sqm/OeKlUnurAWYolhA5r4kXShF6bbCkjJZGcq0mJ1nSzFNWAqMLX329sis1SROimY5pWvbatsdWczOC9wl5C1d1LWaX2rVe1lWJUNUTEME2ZAweu5/3v+xFe/wOvQ4phab5l/9V7+Fv/yz/g6ceO8uEfPcjBG67jve+8h1tevZ/sBhwbDnjrXW9i164dvPWu2/ndL35JAa6zlL+636WUtXaC1A3N0LZDpjlD7tgxnGfoHKNJz6SfqKR+EZWBMtVnWQzECgy2jlISbjDYwCeqgoy6NDrnN2IoY4QcNS0/deo042nHvquvYvnChSryWxgOF1lbW1O/9WJqRz/ixWpaHxM2azxTquKQdi0buskUX2XLjVUJNmUURXLSzTulwKAZ4gV6QoUKaSRgxNFUObhJN9ZU0pkNuX/j3IYQbaqOUtOux5jMwZtu4AMfeC93vP4gu7cNtVFQWTizdPviPfLi2iRUQFOp9gkYUjacXe848tQxvvxrv0L31CGMEUZrb2ZhcRs4z+KOHUjjOXXkWzA+hZOELQnbreONUNZOcfbB32b+uWtpfcfg/JOUrBjcXAYYLDEFjGnUAdMYQoZSecrt3AJWvG6uBcUJi1JTU62/qdqSCkKIdXQx4Fyr76kkQj0ARbSWllA1f2e0TqwiEQbn1FY2paDW0TljSsZYR+NUzSekTMIg1hOwtMPt2IVtiLGcObtMXjnNUrrAoqyx6JS/D8obN7En5gRJU22MI8Zeu/5IZYxBBToqdMlWNXLnmPZVDct4BoMFSFCk4GeW0kWbLqbM7mnFIBuR6t9kyH0CP6Cgh761pWoOKBytbKjcm3rIqD6BLfp7itWtTtl2yiHKJmlDWbReri6km7wbDgXnlbcqCDH0tIM5Yg6kFLHe6AlQikJlRDdNRfV7km9IZN73I/fyP/zNv8rvP/gN/snP/zMeffRJrrx6H7/2i/8XP/zn7uGzX/oDfujuO3j68KP85G99kj1X7OeGg6/ijte9BmLHv/+df88nf+UTrK+t6OKstKvBcMg0jRQQbweq8J0KgUyIkfmFbXSr59Rl0giNcTSuZ9T3hJB0A/KNLqWc8NYTUlDp/urGl3OmGFsFOrQLH2Os0AchSySEiM2ZC8vnOHz4SW6/43YeOfQw43GP9wbrHAsL21hdu0BKEUg1jdY82XtlIxmjGFNVQFezM9+2Gi1KFfUoOlfrrXYoO0iSLors9PeNJ2ONjFKvxXSjsZ01grWeaewqHCPTtA1No+wNwbBz9w7ed9+7ePtb7+SafUtsn/N4yTXtLrxYEPlinjjKY7dEIAV49tRpltcL23ZexcK1N7D62DdwJrC6fBbrLRhY2L7A6mid0dFvYPIIS8YY2D0URvE8yVkmkwlPP/EwbrgCTYW02AEqDj9PIddUT2FD3nvwA9V9NJrm5RiVd0zGto1uDrUR4ZylT4WYe3xx6iuF6GZR6/Nap/ZILEzHigYZDOYqTrLiq7Pg/AALBDHqj+20DCB+sJH6F99gmgE0DT2RuL5KiRmZXGDYnWTAFFygjwXyFGsKJXXYmh0YEdWarY3YmYpXjKk2GgspVk1Vk6tGQIc3FlIgxgmr3Tqtb7WdVxQ2J06zLw0YChTNEpWN12oH2wikUNd1waJAeWX0PG8JY0mV0aQGZDlluhjxTatIgZQAQyGqxoMYUuyVPRQvAyENrXVXVRHUfzrmvkYJmYLdEK5Vuashe/ZdzcFbb+XVr76RQ08+w/1f/mM+9IF7wWT+8S//KqPTJ2iNcPrYsxw7dpI3ve4gv/CJT/DR/+MfMDl/gX4y5dTRI5x47ike+L3Pk0lESaReGxbW2ppKWyZdrxtK9YZpWi1Uh5RZXlvnuqUd9ONVYuqwFBqBdn7IoHGM+p5prydXiZUhVLI2jXLUKNBoZFiSMjGMVQWa0GvX0NkGqIVuEciJB//ka9x733uwzml6RiEnmJ/bRgyJPoyJcQrMeNsOawXnG2LsmFX+YtTit57kBuNE68Kl0FijUX6Kqi4fpaoOeYrRiKCZ3eC5aGG1qO4iKRHzDN5TcN5UQQnP4uKQg695LR/68H3c/toD7Bo4HEUdNIs+f2Nh8HwE+f3MwwD6AstrPU8eeYY//fzn2X3wdm5985288b1/nuVnn6R79I/oJuusrLQ4r8Iho5NP0a49SyLgrDZdht4y1wrn0pTODQkUzo0D3gV86iGMSBQGQwVZWyvadUWwbkiyLcYNdeMMsXqtV7BzURZaqYehoCWRLJXGaqpro0jFGFqaxgER6z3q2NluaAfowTYDUlsg0fg5slE7kGQsxiuzzVpPKDCaTLX5OOpoJDMIa2xP62rXkRMxTRVJIdotzgSsK/QhYWyr2gBFaKxHRCmYrfMKu6uHvfOeaYok0fXeeKkMIqmC3GOFTWVLiRUR4EFEj71SEiULjW2Y9lOkBiEpl/o7PCVVb3pN16qyUl0votshpWahVWBktl5UayHOxKXwTjVazQvW2/dsUy/VKn+lhoisAY9d6nn8J4zdwNlLPYn/yHE5zhkuz3lfjnOGy3Pef1Zzvq6UsufFfrA5Ikt4rJRyx6WexH/sEJGvXm7zvhznDJfnvC/HOcPlOe9XYs7fnwi5NbbG1tgaW2NjbG2WW2NrbI2t8TLGZtksf/FST+A/cVyO874c5wyX57wvxznD5Tnv/+xz3hQNnq2xNbbG1tjsY7NElltja2yNrbGpxyXfLEXkPSLymIg8ISI/dannMxsi8s9F5LSIHLro2k4R+YKIHK5fd9TrIiI/V1/Dt0TkDZdw3vtF5Esi8oiIPCwiP7nZ5y4iAxH5iog8VOf8d+v1AyLyYJ3zb4hIU6+39fsn6s+vf6XnfNHcrYh8Q0Q+cxnN+WkR+baIfFNEvlqvbdr1cdG8l0TkUyLyaF3fb3lF5z3zJbkU/1Ak7ZPADUADPATccinndNHcfhB4A3Dooms/A/xUffxTwP9ZH98HfA5FUd8FPHgJ530l8Ib6eBF4HLhlM8+9/u2F+tgDD9a5fBL4SL3+T4GfqI//JvBP6+OPAL9xCd/vvw38GvCZ+v3lMOengd0vuLZp18dFc/xl4K/Xxw2w9ErO+5K86Ite/FuA/3DR9x8FPnop5/SC+V3/gs3yMeDK+vhKFB8K8AvAX3yx513qf8C/A959ucwdmAO+DtyJgozdC9cK8B+At9THrj5PLsFcrwG+CLwT+Ey9MTf1nOvff7HNclOvD2Ab8NQL37NXct6XOg2/Gnj2ou+P1WubdewrpZwAqF/31uub8nXUVO92NFLb1HOv6ew3gdPAF9CM40IpJb7IvDbmXH++Aux6ZWcMwM8C/zMbskjsYvPPGZTT97si8jUR+Rv12qZeH2j2eQb4F7Xs8UsiMs8rOO9LvVm+qHXKKz6L//9j070OEVkA/i3w35dSVl/qqS9y7RWfeykllVJej0ZrbwZe82JPq18v+ZxF5EeB06WUr118+UWeumnmfNG4p5TyBuBHgP9WRH7wJZ67Webt0LLYz5dSbgdGaNr9/caf+bwv9WZ5DNh/0ffXAM9dorm8nHFKRK4EqF9P1+ub6nWIiEc3yl8tpXy6Xr4s5l5KuQD8AVpnWhKRGSX34nltzLn+fDtw/pWdKfcAPyYiTwO/jqbiP8vmnjMApZTn6tfTwG+ih9NmXx/HgGOllAfr959CN89XbN6XerP8U+Cm2kFs0ML3b1/iOb3U+G3gx+vjH0frgbPrf7V24O4CVmapwSs9RESAjwOPlFL+74t+tGnnLiJ7RGSpPh4CPwQ8AnwJ+PD3mfPstXwY+P1SC1Ov1CilfLSUck0p5Xp03f5+KeUvs4nnDCAi8yKyOHsM3AscYhOvD4BSykngWRE5WC+9C/gOr+S8L0WB+QUF2vvQju2TwE9f6vlcNK9/DZwAAnpK/TW0xvRF4HD9urM+V4B/Ul/Dt4E7LuG834qmG98Cvln/3beZ5w7cBnyjzvkQ8L/X6zcAXwGeAP4N0Nbrg/r9E/XnN1zitfIOnu+Gb+o51/k9VP89PLvnNvP6uGjurwe+WtfJbwE7Xsl5bzF4tsbW2Bpb42WMS52Gb42tsTW2xmUxtjbLrbE1tsbWeBlja7PcGltja2yNlzG2NsutsTW2xtZ4GWNrs9waW2NrbI2XMbY2y62xNbbG1ngZY2uz3BpbY2tsjZcxtjbLrbE1tsbWeBnj/wP9xpAxxHh8lgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "img = Image.open(\"file/COCO_val2014_000000000042.jpg\")\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 改变图像大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x19cb6152f98>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img2 = img.resize((50, 100), Image.BILINEAR)\n",
    "plt.imshow(img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=50x50 at 0x19CB5FA9A20>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 图像转numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(478, 640, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_array = np.array(img) \n",
    "img_array.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50, 50, 3)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_array = np.array(img2) \n",
    "img_array.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
